EXT CSCI E-106 Model Data Class Group Project Template

I. Introduction: Contextualizing the King County House Price Prediction Model

Problem Statement and Objective

In the vibrant and diverse King County real estate market, including Seattle’s dynamic environment, property prices are shaped by an array of variables. The primary challenge is to construct a predictive model that can accurately estimate house prices within this area. Utilizing a comprehensive dataset that encompasses diverse house attributes, this model aims to decode the complex mechanisms influencing house pricing.

Purpose of the Model

Predictive Accuracy

The model strives to offer precise price predictions for properties in King County by effectively correlating various house features with their market prices. This aspect is crucial in understanding and quantifying how different characteristics impact the value of a property.

Analytical Insight

A key goal of the model is to unearth and interpret the multitude of factors that play a significant role in determining house prices within the region. This venture goes beyond mere statistical analysis to provide practical, real-world insights, thereby enriching the understanding of real estate dynamics for all stakeholders.

Decision Support

The model is designed to be a powerful asset for a range of users, including real estate agents, prospective buyers, and sellers. By offering accurate price predictions and deep market insights, it aids in making informed and strategic decisions in the property market.

Scope and Methodology

Data Preprocessing and Exploration

Initial data preparation is vital to ensure accuracy in the model. This stage involves cleansing the data, converting data types, and creating dummy variables for categorical features. Following this, an exploratory data analysis (EDA) is conducted to delve into the dataset’s characteristics, examining statistical summaries and relationships between variables.

Feature Selection and Model Assumptions

The process involves using statistical techniques like stepwise regression for feature selection and conducting tests like the Variable Inflation Factor (VIF) and Anderson-Darling to check for multicollinearity and normality, respectively. Additionally, diagnostic plots are used for detecting outliers.

Model Development and Validation

A range of models are employed and assessed:

Linear Models: Including Ordinary Least Squares (OLS) and Weighted Least Squares (WLS).

Regularization Techniques: Such as Ridge, Lasso, and Elastic Net to handle multicollinearity.

Robust Regression: Utilizing Huber’s method to minimize the influence of outliers.

Advanced Models: Exploring alternatives like regression trees, neural networks (NN), or support vector machines (SVM).

Model Performance Evaluation

The model’s effectiveness is evaluated using metrics like RMSE and R-squared, across both the training (70%) and testing (30%) data sets, to ensure its reliability and applicability in real-world scenarios.

Conclusion

This introduction sets the stage for a comprehensive analysis, highlighting the multifaceted approach adopted in this project. From meticulous data preparation to sophisticated modeling, the endeavor is not just to predict house prices accurately but also to provide valuable insights into King County’s real estate market.

II. Description of the Data and Quality

Dataset Overview and Detailed Description

The King County house sales dataset is a comprehensive collection of 21,613 observations, each representing a unique house sale. The dataset encompasses a variety of features that describe different aspects of the houses sold. Below is a detailed description of each variable in the dataset:

Variable	Description
`id`	Unique ID for each home sold (not used as a predictor)
`date`	Date of the home sale
`price`	Price of each home sold
`bedrooms`	Number of bedrooms
`bathrooms`	Number of bathrooms, “.5” accounts for a bathroom with a toilet but no shower
`sqft_living`	Square footage of the apartment interior living space
`sqft_lot`	Square footage of the land space
`floors`	Number of floors
`waterfront`	A dummy variable for whether the apartment was overlooking the waterfront or not
`view`	An index from 0 to 4 of how good the view of the property was
`condition`	An index from 1 to 5 on the condition of the apartment
`grade`	An index from 1 to 13 about building construction and design quality
`sqft_above`	The square footage of the interior housing space above ground level
`sqft_basement`	The square footage of the interior housing space below ground level
`yr_built`	The year the house was initially built
`yr_renovated`	The year of the house’s last renovation
`zipcode`	The zipcode area the house is in
`lat`	Latitude coordinate
`long`	Longitude coordinate
`sqft_living15`	The square footage of interior housing living space for the nearest 15 neighbors
`sqft_lot15`	The square footage of the land lots of the nearest 15 neighbors

Data Quality and Transformation

Data Cleaning and Transformation

The dataset’s preparation involved meticulous cleaning and transformation processes to optimize it for accurate predictive analysis. Key steps undertaken include:

Exclusion of Non-Predictive Variables:
- The id variable, representing a unique identifier for each house sale, does not contribute to predicting house prices and was therefore removed. This step is crucial in focusing the model on variables that influence the outcome (price).
- Unlike other non-predictive variables, lat (latitude) and long (longitude) were initially retained for their crucial role in calculating geographical distances, which could potentially influence house prices.
Transformation of Data Types:
- The date variable, initially in a string format, was transformed into a numeric format. This conversion is essential for incorporating the date into statistical models, as numeric representations are more amenable to various types of analysis.
- For variables like price, sqft_living, sqft_lot, etc., necessary conversions were performed to ensure they are in a suitable numeric format.
Creation of Dummy Variables for Categorical Data:
- Categorical variables like waterfront, view, condition, and grade were transformed into dummy variables. This transformation is pivotal for regression analysis as it allows these non-numeric variables to be effectively included in the model.
- The process involved converting these categorical variables into a series of binary variables (0 or 1). This is particularly important for variables like waterfront, which is a binary indicator itself, and for ordinal variables like view and condition, which have intrinsic order but need to be numerically represented for modeling.
Handling Special Cases in Variables:
- For variables like bathrooms, where values like “0.5” represent bathrooms with a toilet but no shower, the data was kept as is, considering these nuances convey important information about the house’s characteristics.
Grouping and Clustering of Variables:
- The zipcode variable was transformed by extracting the first three digits, which helps in reducing the number of dummy variables and preventing the model from becoming overly complex while still capturing the geographical influences on house prices.
- The grade variable was clustered into broader categories to simplify the model and focus on significant differences in construction and design quality.
Haversine Distance Calculation:
- To incorporate the influence of location more precisely, the Haversine distance was calculated. This involved creating a function to calculate the distance between two geographical points (latitude and longitude) and applying this to our dataset.
- The calculation of haversine_distance is particularly significant for understanding the spatial relationships and proximity to key locations that might affect house prices.
Calculation of Convergence Point:
- The dataset was used to identify a ‘convergence point’ – a central point derived from houses with the highest values. This point served as a reference to calculate each property’s distance from a high-value central location, possibly a marker of a desirable area.
- This step was critical in ensuring that the model accounts for locational desirability without causing data leakage, as it was based solely on the training set.

# Data Preprocessing and Transformation
set.seed(1023)  # Setting a seed for reproducibility
split_index <- sample(1:nrow(df), size = 0.7 * nrow(df))
train_df <- df[split_index, ]
test_df <- df[-split_index, ]

# Remove non-numeric characters from the 'price' column and convert it to numeric
train_df$price <- as.numeric(str_replace_all(train_df$price, "[^0-9.]", ""))
test_df$price <- as.numeric(str_replace_all(test_df$price, "[^0-9.]", ""))

# Calculation of Convergence Point: Determine the convergence point for high-value homes
high_value_threshold <- quantile(train_df$price, probs = 0.90, na.rm = TRUE)  # Calculate the high-value threshold
high_value_homes <- train_df[train_df$price >= high_value_threshold, ]  # Select high-value homes
convergence_point <- c(mean(high_value_homes$lat, na.rm = TRUE), mean(high_value_homes$long, na.rm = TRUE))  # Calculate the convergence point

# Data Transformation Function with Distance Binning Option
transform_data <- function(df, convergence_point, linear_model) {
  # Date Transformation: Convert the 'date' column to a Date object if present
  if ("date" %in% colnames(df)) {
    df$date <- as.Date(substr(as.character(df$date), 1, 8), format="%Y%m%d")
    # Date-Time Feature Engineering: Extract various date-related features
    df$year_sold <- lubridate::year(df$date)
    df$month_sold <- lubridate::month(df$date)
    df$day_sold <- lubridate::day(df$date)
    df$season <- factor(lubridate::quarter(df$date), labels = c("Winter", "Spring", "Summer", "Fall"))
    df$week_of_year <- lubridate::week(df$date)
    df$day_of_year <- lubridate::yday(df$date)
  }
  # Creating Dummy Variables: Convert categorical variables into dummy variables
  df <- df %>%
    mutate(zipcode = as.factor(zipcode),
           waterfront = as.factor(waterfront),
           view = as.factor(view),
           condition = as.factor(condition),
           grade = as.numeric(grade),
           grade = case_when(
             grade %in% 1:3 ~ "Below_Average",
             grade %in% 4:10 ~ "Average",
             grade %in% 11:13 ~ "Above_Average")) %>%
    dummy_cols(select_columns = c('zipcode', 'view', 'condition', 'grade', 'waterfront', 'season'))
  # Remove last dummy variables to avoid multicollinearity
  if (linear_model) {
    df <- df[, !(names(df) %in% c("zipcode_98199", "view_0", "condition_1", "grade_13", "season_Winter", "waterfront_1"))]
  }
  # Haversine Distance Function: Calculate the distance between two points on Earth's surface
  haversine_distance <- function(lat1, long1, lat2, long2) {
    R <- 6371  # Earth radius in kilometers
    delta_lat <- (lat2 - lat1) * pi / 180
    delta_long <- (long2 - long1) * pi / 180
    a <- sin(delta_lat/2)^2 + cos(lat1 * pi / 180) * cos(lat2 * pi / 180) * sin(delta_long/2)^2
    c <- 2 * atan2(sqrt(a), sqrt(1 - a))
    d <- R * c  # Calculate the haversine distance
    return(d)
  }
  # Calculate Haversine Distance
  df$distance_to_convergence <- mapply(haversine_distance, df$lat, df$long,
                                       MoreArgs = list(lat2 = convergence_point[1], long2 = convergence_point[2]))
  # Remove columns that are no longer needed
  df <- df[, !(names(df) %in% c("id", "date", "zipcode", "view", "condition", "grade", "waterfront", "season"))]
  return(df)
}
# Applying the transformation function to training and test sets
train_df_linear <- transform_data(train_df, convergence_point, linear_model = TRUE)  # Transform the training data for linear models
test_df_linear <- transform_data(test_df, convergence_point, linear_model = TRUE)    # Transform the test data for linear models
train_df_non_linear <- transform_data(train_df, convergence_point, linear_model = FALSE)  # Transform the training data
test_df_non_linear <- transform_data(test_df, convergence_point, linear_model = FALSE)    # Transform the test data

# Set this to TRUE to update all the json model_parameters that are stored the JSON
# Check if the update_model_parameters is TRUE or not
update_model_parameters <- FALSE

# This updates the json with the parameters that were obtained from the intensive process of running
update_model_json <- function(model_name, features, filepath) {
  model_params <- if (file.exists(filepath)) {
                    fromJSON(filepath)
                  } else {
                    list()
                  }
  model_params[[model_name]] <- features
  write_json(model_params, filepath)
}

# # Save the transformed data as CSV files in the current directory
write.csv(train_df_linear, "train_df_linear.csv", row.names = FALSE)
write.csv(test_df_linear, "test_df_linear.csv", row.names = FALSE)
write.csv(train_df_non_linear, "train_df_non_linear.csv", row.names = FALSE)
write.csv(test_df_non_linear, "test_df_non_linear.csv", row.names = FALSE)

Training Data Header

price	bedrooms	bathrooms	sqft_living	sqft_lot	floors	sqft_above	sqft_basement	yr_built	lat	long	sqft_living15	sqft_lot15	year_sold	month_sold	day_sold	week_of_year	day_of_year	zipcode_98001	zipcode_98006	zipcode_98011	zipcode_98106	zipcode_98116	zipcode_98122	condition_3	condition_4	grade_Average	waterfront_0	season_Spring	season_Summer	season_Fall	distance_to_convergence
890000	5	1.00	2590	4652	2	2310	280	1907	47.6038	-122.294	2360	4650	2014	10	9	41	282	0	0	0	0	0	1	0	1	1	1	0	0	1	5.912990
355000	3	1.75	1960	7705	1	980	980	1950	47.5300	-122.347	1380	4349	2014	9	23	38	266	0	0	0	1	0	0	0	1	1	1	0	1	0	13.740389
812500	4	2.75	2810	10300	1	1810	1000	1978	47.5626	-122.149	2710	9900	2014	8	8	32	220	0	1	0	0	0	0	0	1	1	1	0	1	0	8.003612
290000	4	2.50	2000	13300	1	1200	800	1968	47.3530	-122.294	1800	9810	2014	5	9	19	129	1	0	0	0	0	0	0	1	1	1	1	0	0	29.974818
410000	3	1.75	1660	6250	1	830	830	1980	47.5859	-122.385	1660	5750	2014	7	9	28	190	0	0	0	0	1	0	1	0	1	1	0	1	0	13.020461
496000	3	2.50	2180	4533	2	2180	0	2010	47.7540	-122.215	2180	7347	2014	11	17	46	321	0	0	1	0	0	0	1	0	1	1	0	0	1	15.167385

Statistical Analysis and Correlation

Exploratory Data Analysis (EDA)

The exploratory data analysis (EDA) conducted on the King County house sales dataset is an in-depth exploration aimed at uncovering patterns, anomalies, and relationships within the data. This comprehensive EDA includes a variety of analyses to gain a holistic understanding of the dataset’s characteristics.

Distribution Analysis of Continuous Variables:
- This analysis focuses on continuous variables like price, sqft_living, sqft_lot, and others. Key aspects include examining their distributions, identifying potential outliers, and understanding their range and central tendencies.
- Histograms and box plots are used to visualize these distributions, which can reveal skewness, kurtosis, and other distributional characteristics important for model assumptions.
Categorical Variable Analysis:
- The distribution and count of categorical variables such as bedrooms, bathrooms, floors, waterfront, view, condition, and grade are analyzed.
- Bar plots and frequency tables help in understanding the prevalence of different categories and their potential impact on house prices.
Correlation Analysis:
- Understanding how continuous variables correlate with each other and, more importantly, with the target variable price.
- A correlation matrix and corresponding heat map provide a visual and quantitative view of these relationships, highlighting variables that might have a strong positive or negative relationship with house prices.
Temporal Trends Analysis:
- Analyzing the influence of time-related features such as year_sold, month_sold, and season on house prices.
- Time series plots and seasonal decomposition can reveal trends, seasonality, and cyclical patterns in house prices.
Geographical Influence Analysis:
- Investigating the spatial aspect by analyzing the distance_to_convergence variable.
- Scatter plots or spatial heat maps can illustrate if proximity to the high-value convergence point influences house prices.

Continuous Variable Analysis

This analysis focuses on continuous variables like price, sqft_living, sqft_lot, and others. Key aspects include examining their distributions, identifying potential outliers, and understanding their range and central tendencies.

Price vs. Square Footage of Living Space

In the scatter plot above, we compare the price of homes against their sqft_living (square footage of interior living space). This visualization allows us to explore the relationship between these two variables.

The histogram above displays the distribution of sqft_living. It reveals that the variable is right-skewed, with most homes having smaller living spaces and relatively fewer very large living spaces.

Price vs. Square Footage of Lot

The scatter plot above compares price against sqft_lot (square footage of land space). It helps us understand if there’s any relationship between the size of the lot and the sale price.

The histogram above visualizes the distribution of sqft_lot. Similar to sqft_living, this variable is right-skewed, with most homes having smaller lot sizes and relatively fewer very large lots.

Price vs. Square Footage Above Ground

In the scatter plot above, we compare price against sqft_above (square footage of the interior housing space above ground level). This analysis helps us explore the impact of above-ground living space on home prices.

The histogram above shows the distribution of sqft_above. It suggests that most homes have similar above-ground square footage, with relatively fewer having significantly larger or smaller above-ground spaces.

Price vs. Square Footage of Basement

Excluding homes that do not have a basement.

The scatter plot above compares price against sqft_basement (square footage of the interior housing space below ground level). This visualization helps us understand if the presence and size of a basement influence home prices.

The histogram above visualizes the distribution of sqft_basement. It indicates that most homes have little to no basement space, while some have larger basement areas.

Price vs. Year Built

The scatter plot above compares price against the year when homes were initially built (yr_built). This analysis helps us understand how the age of a home relates to its sale price.

The histogram above displays the distribution of yr_built. It provides insights into the distribution of home ages in the dataset.

Price vs. Year of Last Renovation

Excluding homes that did not have a documented renovation.

In the scatter plot above, we compare price against the year of the last renovation (yr_renovated). This analysis helps us understand whether recent renovations impact home prices.

The histogram above visualizes the distribution of yr_renovated. It provides insights into the distribution of renovation years in the dataset.

Price vs. Distance to Convergence

The scatter plot above compares price against distance_to_convergence. This analysis helps us explore whether the distance to a convergence point impacts home prices.

Categorical Variable Analysis

The distribution and count of categorical variables such as bedrooms, bathrooms, floors, waterfront, view, condition, and grade are analyzed.

Price vs. Bedrooms

The scatter plot above compares price against the number of bedrooms. This visualization helps us understand how the number of bedrooms influences home prices.

The bar plot above displays the distribution of the bedrooms variable, showing the frequency of each bedroom count.

Price vs. Bathrooms

In the scatter plot above, we compare price against the number of bathrooms. This analysis helps us explore the relationship between the number of bathrooms and home prices.

The bar plot above visualizes the distribution of the bathrooms variable, showing the frequency of each bathroom count.

Price vs. Floors

The scatter plot above compares price against the number of floors. This analysis helps us understand how the number of floors in a home relates to its sale price.

The bar plot above displays the distribution of the floors variable, showing the frequency of each floor count.

Price vs. Waterfront

In the scatter plot above, we compare price against the waterfront variable. This visualization helps us explore how having a waterfront view impacts home prices.

The bar plot above visualizes the distribution of the waterfront variable, showing the frequency of waterfront and non-waterfront properties.

Price vs. View

The scatter plot above compares price against the view variable, which represents the quality of the property’s view. This analysis helps us explore how the view quality impacts home prices.

The bar plot above displays the distribution of the view variable, showing the frequency of different view quality ratings.

Price vs. Condition

In the scatter plot above, we compare price against the condition variable, which represents the condition of the property. This analysis helps us explore how property condition relates to home prices.

The bar plot above visualizes the distribution of the condition variable, showing the frequency of different condition ratings.

Price vs. Grade

The scatter plot above compares price against the grade variable, which has been aggregated into categories as per the provided header. This analysis helps us explore how the grade of construction and design impacts home prices.

The bar plot above displays the distribution of the grade_category variable, showing the frequency of different grade categories.

Correlation Analysis

Understanding how continuous variables correlate with each other and, more importantly, with the target variable price.

Top 20 Correlation Values with Price
Variable	Correlation with Price
price	1.0000000
sqft_living	0.7020794
sqft_above	0.5998325
sqft_living15	0.5931358
bathrooms	0.5202595
grade_Above_Average	0.4714246
view_category	0.3961706
sqft_basement	0.3307377
lat	0.3122509
bedrooms	0.3051678
view_4	0.2997715
zipcode_98004	0.2748744
floors	0.2569215
waterfront_1	0.2455379
zipcode_98040	0.2082191
view_3	0.1908930
zipcode_98112	0.1810434
zipcode_98039	0.1711855
view_2	0.1472079
zipcode_98006	0.1363141

Highly Correlated Variable Pairs
Variable1	Variable2	Correlation

Detailed Explanation for Removal

sqft_above & sqft_living: Both variables are highly correlated because the square footage of the living area above ground (sqft_above) is part of the total square footage of living space (sqft_living). We remove sqft_above as it is likely to contain less unique information than the total living space.
week_of_year, day_of_year, month_sold: These variables are related to the date the house was sold and are thus inherently correlated. day_of_year carries the most granular information, so we might prefer to keep it and remove week_of_year and month_sold which provide more aggregated temporal information.
condition_4 & condition_3: The condition of the house is a categorical variable that has been one-hot encoded. Since these are mutually exclusive categories, they are negatively correlated. We might decide to keep one category as the reference group and remove the others, or revert to the original categorical variable to capture the overall condition in a single variable.

By removing these variables, we aim to reduce multicollinearity, which can distort the estimated regression coefficients, inflate standard errors, and undermine the statistical significance of the predictors. The goal is to retain the variables that provide the unique and informative contribution to the model’s prediction of house prices.

Correlation Graphics Analysis

In the table above, we’ve displayed the top 20 correlation values with the target variable price, sorted by their absolute values. Here are some of the key findings:

Positive Correlations with Price:
- Variables such as sqft_living, sqft_above, sqft_living15, and bathrooms exhibit strong positive correlations with the target variable. This suggests that as these variables increase, the house price tends to increase as well.
- Features like grade_11_13, view_4, and grade_8_10 also show positive correlations, indicating that higher-grade properties and better views tend to have higher prices.
Negative Correlations with Price:
- No negative correlations are present in the top 20. This means that none of the examined features strongly suggest a decrease in price as they increase.
Feature Importance:
- The strength of the correlations helps us understand the importance of these variables in predicting house prices. Features like sqft_living and grade_11_13 appear to be strong predictors of price.
- Variables related to location, such as zipcode_98004, zipcode_98039, and zipcode_98040, also have notable positive correlations, indicating the significance of location in price determination.

Temporal Trends Analysis

Analyzing the influence of time-related features such as month, and season on house prices.

Monthly Trends in Average House Prices

Seasonal Trends in Average House Prices

Week of the Year Trends in Average House Prices

Day of the Year Trends in Average House Prices

The “Daily Trends in Average House Prices” line chart showcases the average house prices for each day of the year. It helps identify daily patterns and potential price variations that could be influenced by specific dates or events.

Geographical Influence Analysis

Investigating the spatial aspect by analyzing the distance_to_convergence variable.

Conclusion

This detailed review of the King County house sales dataset underscores the thorough preparation undertaken for the predictive analysis. The dataset’s diverse variables, both continuous and categorical, have been meticulously processed and analyzed, providing a robust foundation for developing the predictive model. With the comprehensive EDA and graphical analysis, we gain valuable insights into the correlations and distributions within the data, setting the stage for effective model building and accurate house price prediction.

III. Model Development Process

Up to this point, we have successfully conducted an exploratory data analysis (EDA) to gain valuable insights into the dataset. We’ve visualized key features such as price, bedrooms, bathrooms, and more, allowing us to better understand the data’s distribution and relationships. Additionally, we’ve explored various trends, including monthly, seasonal, weekly, and daily trends in both house prices and the count of homes sold. Furthermore, we have cleaned and prepared the data, removing irrelevant variables like id, lat, and long to streamline it for modeling. With these preliminary steps completed, we are now ready to delve into the model development process.

Initial OLS Model

To commence the model development process, we establish an Ordinary Least Squares (OLS) regression model as our baseline. This initial model utilizes the features that have undergone transformation and cleaning during the exploratory data analysis (EDA) phase. To maintain data quality, enhance model performance, and facilitate interpretability, we begin by removing columns introduced in prior graphical iterations. Additionally, we employ the standard data preprocessing practice of dropping columns with missing values (NA) to ensure dataset integrity. This step ensures that our subsequent analyses and models are built upon a robust and complete dataset, minimizing errors and potential biases.

# Fit a linear regression model to the training data
linear_model_initial <- lm(price ~ ., data = train_df_linear)

# Evaluate OLS_linear
df_results <- evaluate_model("OLS_linear", linear_model_initial, train_df_linear, test_df_linear, target_var = 'price', NULL)

# Show inital linear model results
summary(linear_model_initial)

## 
## Call:
## lm(formula = price ~ ., data = train_df_linear)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1423554   -63033     2233    59434  4246103 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             -1.025e+08  1.036e+07  -9.898  < 2e-16 ***
## bedrooms                -2.131e+04  1.739e+03 -12.255  < 2e-16 ***
## bathrooms                2.270e+04  2.999e+03   7.571 3.93e-14 ***
## sqft_living              2.112e+02  3.299e+00  64.016  < 2e-16 ***
## sqft_lot                 3.084e-01  4.674e-02   6.599 4.27e-11 ***
## floors                  -3.149e+04  3.671e+03  -8.576  < 2e-16 ***
## sqft_basement           -7.545e+01  4.151e+00 -18.175  < 2e-16 ***
## yr_built                 1.954e+00  7.236e+01   0.027 0.978452    
## yr_renovated             3.165e+01  3.389e+00   9.338  < 2e-16 ***
## sqft_living15            3.332e+01  3.258e+00  10.229  < 2e-16 ***
## sqft_lot15              -1.224e-01  6.936e-02  -1.765 0.077667 .  
## year_sold                5.141e+04  5.138e+03  10.005  < 2e-16 ***
## day_sold                -2.780e+02  1.536e+02  -1.811 0.070218 .  
## day_of_year              1.468e+02  5.724e+01   2.565 0.010339 *  
## zipcode_98001           -2.550e+05  1.879e+04 -13.574  < 2e-16 ***
## zipcode_98002           -2.468e+05  2.060e+04 -11.976  < 2e-16 ***
## zipcode_98003           -2.532e+05  1.964e+04 -12.890  < 2e-16 ***
## zipcode_98004            2.716e+05  1.652e+04  16.446  < 2e-16 ***
## zipcode_98005           -1.710e+05  1.851e+04  -9.235  < 2e-16 ***
## zipcode_98006           -1.784e+05  1.395e+04 -12.784  < 2e-16 ***
## zipcode_98007           -2.051e+05  1.951e+04 -10.516  < 2e-16 ***
## zipcode_98008           -1.989e+05  1.578e+04 -12.604  < 2e-16 ***
## zipcode_98010           -1.788e+05  2.508e+04  -7.128 1.06e-12 ***
## zipcode_98011           -2.741e+05  1.713e+04 -16.003  < 2e-16 ***
## zipcode_98014           -2.009e+05  2.220e+04  -9.048  < 2e-16 ***
## zipcode_98019           -2.576e+05  1.789e+04 -14.401  < 2e-16 ***
## zipcode_98022           -1.591e+05  2.649e+04  -6.007 1.94e-09 ***
## zipcode_98023           -2.612e+05  1.895e+04 -13.780  < 2e-16 ***
## zipcode_98024           -1.948e+05  2.458e+04  -7.923 2.48e-15 ***
## zipcode_98027           -2.064e+05  1.405e+04 -14.688  < 2e-16 ***
## zipcode_98028           -2.736e+05  1.553e+04 -17.618  < 2e-16 ***
## zipcode_98029           -1.496e+05  1.485e+04 -10.074  < 2e-16 ***
## zipcode_98030           -3.029e+05  1.770e+04 -17.111  < 2e-16 ***
## zipcode_98031           -3.255e+05  1.642e+04 -19.825  < 2e-16 ***
## zipcode_98032           -3.039e+05  2.141e+04 -14.197  < 2e-16 ***
## zipcode_98033           -8.851e+04  1.446e+04  -6.123 9.43e-10 ***
## zipcode_98034           -2.220e+05  1.330e+04 -16.689  < 2e-16 ***
## zipcode_98038           -2.592e+05  1.653e+04 -15.686  < 2e-16 ***
## zipcode_98039            6.095e+05  2.968e+04  20.537  < 2e-16 ***
## zipcode_98040            6.078e+04  1.603e+04   3.791 0.000151 ***
## zipcode_98042           -2.976e+05  1.607e+04 -18.523  < 2e-16 ***
## zipcode_98045           -1.246e+05  2.188e+04  -5.693 1.27e-08 ***
## zipcode_98052           -1.919e+05  1.321e+04 -14.525  < 2e-16 ***
## zipcode_98053           -2.019e+05  1.452e+04 -13.902  < 2e-16 ***
## zipcode_98055           -3.360e+05  1.541e+04 -21.798  < 2e-16 ***
## zipcode_98056           -3.310e+05  1.394e+04 -23.754  < 2e-16 ***
## zipcode_98058           -3.371e+05  1.416e+04 -23.808  < 2e-16 ***
## zipcode_98059           -3.363e+05  1.369e+04 -24.573  < 2e-16 ***
## zipcode_98065           -2.300e+05  1.719e+04 -13.377  < 2e-16 ***
## zipcode_98070           -3.003e+05  2.249e+04 -13.355  < 2e-16 ***
## zipcode_98072           -2.342e+05  1.565e+04 -14.962  < 2e-16 ***
## zipcode_98074           -2.182e+05  1.383e+04 -15.772  < 2e-16 ***
## zipcode_98075           -2.123e+05  1.461e+04 -14.530  < 2e-16 ***
## zipcode_98077           -2.641e+05  1.768e+04 -14.937  < 2e-16 ***
## zipcode_98092           -2.778e+05  1.932e+04 -14.383  < 2e-16 ***
## zipcode_98102            1.146e+05  2.007e+04   5.710 1.15e-08 ***
## zipcode_98103           -6.498e+04  1.296e+04  -5.013 5.41e-07 ***
## zipcode_98105            5.723e+04  1.651e+04   3.466 0.000530 ***
## zipcode_98106           -2.729e+05  1.434e+04 -19.035  < 2e-16 ***
## zipcode_98107           -4.569e+04  1.536e+04  -2.974 0.002941 ** 
## zipcode_98108           -2.989e+05  1.685e+04 -17.739  < 2e-16 ***
## zipcode_98109            1.082e+05  2.038e+04   5.307 1.13e-07 ***
## zipcode_98112            2.211e+05  1.614e+04  13.698  < 2e-16 ***
## zipcode_98115           -8.897e+04  1.315e+04  -6.767 1.37e-11 ***
## zipcode_98116           -1.051e+05  1.429e+04  -7.356 2.00e-13 ***
## zipcode_98117           -6.465e+04  1.301e+04  -4.968 6.83e-07 ***
## zipcode_98118           -2.705e+05  1.352e+04 -20.001  < 2e-16 ***
## zipcode_98119            9.958e+04  1.667e+04   5.975 2.36e-09 ***
## zipcode_98122           -1.052e+05  1.560e+04  -6.744 1.60e-11 ***
## zipcode_98125           -2.084e+05  1.387e+04 -15.028  < 2e-16 ***
## zipcode_98126           -1.943e+05  1.439e+04 -13.505  < 2e-16 ***
## zipcode_98133           -2.116e+05  1.338e+04 -15.815  < 2e-16 ***
## zipcode_98136           -1.267e+05  1.553e+04  -8.159 3.65e-16 ***
## zipcode_98144           -1.676e+05  1.482e+04 -11.307  < 2e-16 ***
## zipcode_98146           -2.902e+05  1.535e+04 -18.908  < 2e-16 ***
## zipcode_98148           -2.907e+05  2.512e+04 -11.571  < 2e-16 ***
## zipcode_98155           -2.378e+05  1.370e+04 -17.360  < 2e-16 ***
## zipcode_98166           -2.969e+05  1.586e+04 -18.711  < 2e-16 ***
## zipcode_98168           -3.307e+05  1.556e+04 -21.251  < 2e-16 ***
## zipcode_98177           -1.377e+05  1.589e+04  -8.666  < 2e-16 ***
## zipcode_98178           -3.708e+05  1.556e+04 -23.824  < 2e-16 ***
## zipcode_98188           -3.387e+05  1.966e+04 -17.228  < 2e-16 ***
## zipcode_98198           -3.167e+05  1.716e+04 -18.457  < 2e-16 ***
## view_1                   7.104e+04  1.038e+04   6.841 8.19e-12 ***
## view_2                   7.096e+04  6.407e+03  11.075  < 2e-16 ***
## view_3                   1.706e+05  8.978e+03  18.998  < 2e-16 ***
## view_4                   3.484e+05  1.348e+04  25.850  < 2e-16 ***
## condition_2             -1.485e+04  1.465e+04  -1.013 0.310922    
## condition_4              2.506e+04  3.300e+03   7.594 3.29e-14 ***
## condition_5              7.106e+04  5.187e+03  13.701  < 2e-16 ***
## grade_Above_Average      2.126e+05  9.071e+04   2.344 0.019107 *  
## grade_Average           -1.405e+05  9.013e+04  -1.559 0.118923    
## waterfront_0            -5.147e+05  1.904e+04 -27.035  < 2e-16 ***
## season_Spring            1.725e+04  5.683e+03   3.035 0.002406 ** 
## season_Summer            5.284e+03  9.605e+03   0.550 0.582218    
## season_Fall             -9.291e+03  1.416e+04  -0.656 0.511671    
## distance_to_convergence -7.828e+03  6.084e+02 -12.866  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 154900 on 15032 degrees of freedom
## Multiple R-squared:  0.8178, Adjusted R-squared:  0.8166 
## F-statistic: 702.9 on 96 and 15032 DF,  p-value: < 2.2e-16

view_model_results(df_results)

Detailed Initial Model Insights

Model Fit

R-squared (0.8404): Approximately 84.04% of the variability in real estate prices is explained by the model, indicating a strong fit.
Adjusted R-squared (0.8393): Adjusted for the number of predictors, this value reaffirms the model’s effectiveness.

Coefficient Analysis

Significant Predictors: Features like sqft_living, waterfront1, and bedrooms have significant coefficients, implying a notable impact on housing prices.
Insignificant Predictors: Variables such as sqft_lot15 show less significance, suggesting a minor influence on price.

Grade Variable Insights

Grade Variables: The negative coefficients for grades (grade_3 to grade_12) compared to a baseline grade (the omitted variable) are intriguing. This suggests that higher grades (implying better quality) are associated with lower prices, which warrants further investigation for data inconsistencies or other underlying factors.

Outliers and Residuals

Large Residuals: The considerable spread in residuals (from -1518789 to 3645881) may indicate the presence of outliers or non-linear relationships not captured by the model.

Model Diagnostics and Assumptions

Checking Model Assumptions

As we scrutinize our OLS model’s assumptions through diagnostic plotting, we encounter significant insights that warrant our attention and action.

Residuals vs Fitted Plot

The residuals vs fitted plot is our first stop to assess the assumption of linearity. The ideal scenario is a random spread of residuals around the horizontal axis, indicating a linear relationship between predictors and the response.

Observation: A discernible pattern in the residuals suggests that our model may not be capturing some of the non-linear relationships. Points of Concern: Specific points, notably labeled 431, 9381, and 11944, stray from the general cluster, hinting at potential outliers or influential observations.

Normal Q-Q Plot

The Q-Q plot offers a visual comparison of the distribution of residuals against a perfectly normal distribution. Deviations from the diagonal indicate departures from normality.

Observation: The tails of our plot, particularly the right tail, show a clear departure from normality, with several points veering off the expected line. Specific Note: The points at the upper end, again including 431, 9381, and 11944, are especially distant from the line, suggesting they could be outliers with a substantial effect on our model’s performance.

Scale-Location Plot

Also known as the spread-location plot, it’s used to check for equal variance of residuals (homoscedasticity).

Observation: The red line’s upward trajectory indicates an increase in the spread of residuals as the fitted values rise, which is a classic sign of heteroscedasticity.

Residuals vs Leverage Plot

This plot helps us identify influential data points that could unduly sway our model’s predictions.

Observation: Several points fall outside the Cook’s distance lines, with points 3405, 9381 and 11944 appearing as particularly influential to our regression estimates.

Cook’s Distance Plot

The Cook’s distance plot is instrumental in quantifying the influence of each data point.

Observation: The spikes in the plot, notably for points 3405, 9381, and 11944, surpass the typical threshold, suggesting they are disproportionately influencing the model.

Next Steps in Model Diagnostics

Having thoroughly examined the diagnostic plots for our OLS regression model, we have identified several areas requiring intervention to ensure the robustness of our model. Here’s how we propose to address these:

Addressing Non-linearity

The Residuals vs Fitted plot signaled potential non-linearity, which could be corrected by:

Integrating Polynomial Terms: We should experiment with adding polynomial terms for continuous predictors to capture any non-linear relationships.
Exploring Interaction Effects: If certain predictors interact in a non-additive manner, including interaction terms might offer a better fit.

Stabilizing Variance

The Scale-Location plot indicated the presence of heteroscedasticity, suggesting our model’s residuals have non-constant variance. To mitigate this:

Transformation of Response Variable: We could apply a log transformation to the response variable, price, which often stabilizes variance in the presence of heteroscedasticity.
Implementing Weighted Regression: A weighted least squares approach could also be employed, giving different weights to observations based on their fitted values.

Normalizing Residuals

The Normal Q-Q plot showed deviations from normality, especially in the tails, prompting us to consider:

Applying Transformations: Besides log transformations, other transformations like square root or inverse could be applied to achieve normality in the residuals.
Leveraging Non-linear Models: Should transformations fail to yield normally distributed residuals, we might pivot to non-linear models better suited to the data structure.

Managing Influential Observations

The Residuals vs Leverage plot, coupled with the Cook’s Distance plot, highlighted observations with undue influence on our model’s estimates. We’ll approach this by:

Investigating High-leverage Points: Points like 3405, 9381, and 11944 require close examination to determine their legitimacy and impact on the model.
Considering Removal or Retention: Post investigation, we’ll make informed decisions about removing these points or alternatively, leveraging robust regression techniques to diminish their influence.

Diagnostics for Homoscedasticity, Normality of Errors and Constancy of Error Variances

Breusch-Pagan Test

We will perform the Breusch-Pagan test to examine if the assumption of homoscedasticity holds in our model. This test will help us understand if the variances of the residuals are constant across levels of the independent variables.

## 
##  Breusch-Pagan test
## 
## data:  linear_model_initial
## BP = 68354, df = 96, p-value < 2.2e-16

The Breusch-Pagan test results with a p-value significantly lower than the alpha level of 0.05 suggests that we reject the null hypothesis of constant error variances in favor of the alternative hypothesis, indicating the presence of heteroscedasticity in our model residuals.

To further assess the normality of our model’s residuals, we will conduct the Anderson-Darling normality test, especially relevant given our large sample size.

## 
##  Anderson-Darling normality test
## 
## data:  linear_model_initial$residuals
## A = 542, p-value < 2.2e-16

If the p-value from the Anderson-Darling test is less than our alpha level of 0.05, we will reject the null hypothesis that the errors are normally distributed.

Anderson-Darling Test Results

The results from the Anderson-Darling test are as follows:

A-squared: 542.0006039
P-value: 3.7^{-24}

Since the p-value is less than 0.05, we reject the null hypothesis, suggesting that errors are not normally distributed.

Examining the Non-Linearity of the Model

As we can observe from the box cox plot above, the lambda that give the highest log-likehood is 0.0909091. We transform Y using the log transformation as shown below. We will examine these regression assumptions below.

Transformation Model

# Apply the Box-Cox transformation to the training and test data
if (optimal_lambda != 0) {
  transformed_price <- (train_df_linear$price^optimal_lambda - 1) / optimal_lambda
  transformed_test_price <- (test_df_linear$price^optimal_lambda - 1) / optimal_lambda
} else {
  transformed_price <- log(train_df_linear$price)
  transformed_test_price <- log(test_df_linear$price)
}

# Create a linear regression model using the transformed price
transformed_model <- lm(transformed_price ~ ., data = train_df_linear)

# Predict prices for training and test data using the transformed model
predicted_train_transformed <- predict(transformed_model, newdata = train_df_linear)
predicted_test_transformed <- predict(transformed_model, newdata = test_df_linear)

# Back-transform the predicted prices to original scale
if (optimal_lambda != 0) {
  predicted_train <- (predicted_train_transformed * optimal_lambda + 1)^(1 / optimal_lambda)
  predicted_test <- (predicted_test_transformed * optimal_lambda + 1)^(1 / optimal_lambda)
} else {
  predicted_train <- exp(predicted_train_transformed)
  predicted_test <- exp(predicted_test_transformed)
}

# Calculate SSE for the training and test data
sse_train <- sum((train_df_linear$price - predicted_train)^2)
sse_test <- sum((test_df_linear$price - predicted_test)^2)

# Calculate SST for test data
sst_test <- sum((test_df_linear$price - mean(test_df_linear$price))^2)

# Calculate R-squared for training and test data
r_squared_train <- summary(transformed_model)$r.squared
r_squared_test <- 1 - (sse_test / sst_test)

# Calculate RMSE for training and test data
rmse_train <- sqrt(sse_train / nrow(train_df_linear))
rmse_test <- sqrt(sse_test / nrow(test_df_linear))

# Calculate MAE for training and test data
mae_train <- mean(abs(train_df_linear$price - predicted_train))
mae_test <- mean(abs(test_df_linear$price - predicted_test))

# Create a dataframe to store the results
df_results <- rbind(df_results, data.frame(
  Model = "Transformed Model",
  SSE_train = sse_train,
  SSE_test = sse_test,
  R_squared_train = r_squared_train,
  R_squared_test = r_squared_test,
  RMSE_train = rmse_train,
  RMSE_test = rmse_test,
  MAE_train = mae_train,
  MAE_test = mae_test
))

# View the updated model results
view_model_results(df_results)

## 
## Call:
## lm(formula = transformed_price ~ ., data = train_df_linear)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -12.4988  -0.1971   0.0359   0.2445   2.2432 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             -3.072e+02  3.097e+01  -9.918  < 2e-16 ***
## price                    2.593e-06  2.431e-08 106.675  < 2e-16 ***
## bedrooms                 2.965e-02  5.209e-03   5.692 1.28e-08 ***
## bathrooms                8.053e-02  8.955e-03   8.993  < 2e-16 ***
## sqft_living              3.543e-04  1.109e-05  31.943  < 2e-16 ***
## sqft_lot                 1.656e-06  1.395e-07  11.869  < 2e-16 ***
## floors                  -2.762e-02  1.097e-02  -2.518 0.011801 *  
## sqft_basement           -1.787e-04  1.251e-05 -14.284  < 2e-16 ***
## yr_built                 1.879e-03  2.157e-04   8.713  < 2e-16 ***
## yr_renovated             8.120e-05  1.013e-05   8.015 1.18e-15 ***
## sqft_living15            2.968e-04  9.743e-06  30.459  < 2e-16 ***
## sqft_lot15               5.417e-07  2.068e-07   2.620 0.008807 ** 
## year_sold                1.621e-01  1.537e-02  10.547  < 2e-16 ***
## day_sold                -9.314e-04  4.577e-04  -2.035 0.041886 *  
## day_of_year              6.181e-04  1.706e-04   3.623 0.000293 ***
## zipcode_98001           -1.317e+00  5.635e-02 -23.371  < 2e-16 ***
## zipcode_98002           -1.484e+00  6.170e-02 -24.057  < 2e-16 ***
## zipcode_98003           -1.186e+00  5.886e-02 -20.141  < 2e-16 ***
## zipcode_98004           -4.354e-01  4.967e-02  -8.767  < 2e-16 ***
## zipcode_98005           -4.511e-01  5.533e-02  -8.152 3.86e-16 ***
## zipcode_98006           -6.107e-01  4.181e-02 -14.606  < 2e-16 ***
## zipcode_98007           -5.737e-01  5.835e-02  -9.832  < 2e-16 ***
## zipcode_98008           -5.482e-01  4.729e-02 -11.594  < 2e-16 ***
## zipcode_98010           -7.210e-01  7.488e-02  -9.628  < 2e-16 ***
## zipcode_98011           -7.573e-01  5.148e-02 -14.710  < 2e-16 ***
## zipcode_98014           -7.817e-01  6.636e-02 -11.780  < 2e-16 ***
## zipcode_98019           -8.536e-01  5.369e-02 -15.898  < 2e-16 ***
## zipcode_98022           -8.597e-01  7.905e-02 -10.874  < 2e-16 ***
## zipcode_98023           -1.250e+00  5.684e-02 -21.991  < 2e-16 ***
## zipcode_98024           -7.492e-01  7.342e-02 -10.204  < 2e-16 ***
## zipcode_98027           -5.412e-01  4.218e-02 -12.829  < 2e-16 ***
## zipcode_98028           -7.986e-01  4.677e-02 -17.075  < 2e-16 ***
## zipcode_98029           -3.667e-01  4.440e-02  -8.260  < 2e-16 ***
## zipcode_98030           -1.382e+00  5.327e-02 -25.946  < 2e-16 ***
## zipcode_98031           -1.412e+00  4.958e-02 -28.489  < 2e-16 ***
## zipcode_98032           -1.515e+00  6.423e-02 -23.582  < 2e-16 ***
## zipcode_98033           -4.161e-01  4.314e-02  -9.647  < 2e-16 ***
## zipcode_98034           -7.020e-01  4.001e-02 -17.543  < 2e-16 ***
## zipcode_98038           -1.025e+00  4.966e-02 -20.644  < 2e-16 ***
## zipcode_98039           -7.125e-01  8.969e-02  -7.943 2.11e-15 ***
## zipcode_98040           -5.171e-01  4.781e-02 -10.816  < 2e-16 ***
## zipcode_98042           -1.322e+00  4.844e-02 -27.287  < 2e-16 ***
## zipcode_98045           -4.278e-01  6.529e-02  -6.553 5.83e-11 ***
## zipcode_98052           -4.782e-01  3.965e-02 -12.061  < 2e-16 ***
## zipcode_98053           -5.217e-01  4.356e-02 -11.977  < 2e-16 ***
## zipcode_98055           -1.477e+00  4.666e-02 -31.644  < 2e-16 ***
## zipcode_98056           -1.201e+00  4.231e-02 -28.374  < 2e-16 ***
## zipcode_98058           -1.286e+00  4.299e-02 -29.913  < 2e-16 ***
## zipcode_98059           -1.042e+00  4.161e-02 -25.044  < 2e-16 ***
## zipcode_98065           -5.981e-01  5.155e-02 -11.603  < 2e-16 ***
## zipcode_98070           -5.306e-01  6.742e-02  -7.870 3.79e-15 ***
## zipcode_98072           -6.171e-01  4.700e-02 -13.130  < 2e-16 ***
## zipcode_98074           -5.240e-01  4.157e-02 -12.606  < 2e-16 ***
## zipcode_98075           -5.507e-01  4.385e-02 -12.558  < 2e-16 ***
## zipcode_98077           -5.789e-01  5.309e-02 -10.904  < 2e-16 ***
## zipcode_98092           -1.166e+00  5.796e-02 -20.113  < 2e-16 ***
## zipcode_98102           -1.329e-01  5.989e-02  -2.219 0.026514 *  
## zipcode_98103           -1.098e-01  3.867e-02  -2.839 0.004526 ** 
## zipcode_98105           -1.023e-01  4.924e-02  -2.077 0.037826 *  
## zipcode_98106           -1.222e+00  4.324e-02 -28.257  < 2e-16 ***
## zipcode_98107           -2.698e-02  4.580e-02  -0.589 0.555851    
## zipcode_98108           -1.092e+00  5.074e-02 -21.523  < 2e-16 ***
## zipcode_98109            6.373e-02  6.081e-02   1.048 0.294618    
## zipcode_98112           -1.513e-01  4.842e-02  -3.125 0.001784 ** 
## zipcode_98115           -1.379e-01  3.925e-02  -3.514 0.000442 ***
## zipcode_98116           -1.307e-01  4.267e-02  -3.064 0.002189 ** 
## zipcode_98117           -2.476e-02  3.881e-02  -0.638 0.523479    
## zipcode_98118           -9.751e-01  4.084e-02 -23.874  < 2e-16 ***
## zipcode_98119            1.466e-01  4.974e-02   2.948 0.003203 ** 
## zipcode_98122           -2.554e-01  4.657e-02  -5.485 4.20e-08 ***
## zipcode_98125           -5.740e-01  4.165e-02 -13.782  < 2e-16 ***
## zipcode_98126           -6.226e-01  4.314e-02 -14.433  < 2e-16 ***
## zipcode_98133           -7.477e-01  4.022e-02 -18.591  < 2e-16 ***
## zipcode_98136           -2.594e-01  4.640e-02  -5.591 2.30e-08 ***
## zipcode_98144           -6.259e-01  4.437e-02 -14.108  < 2e-16 ***
## zipcode_98146           -1.200e+00  4.629e-02 -25.922  < 2e-16 ***
## zipcode_98148           -1.374e+00  7.520e-02 -18.266  < 2e-16 ***
## zipcode_98155           -8.219e-01  4.123e-02 -19.934  < 2e-16 ***
## zipcode_98166           -8.764e-01  4.783e-02 -18.322  < 2e-16 ***
## zipcode_98168           -1.726e+00  4.708e-02 -36.663  < 2e-16 ***
## zipcode_98177           -3.552e-01  4.747e-02  -7.482 7.74e-14 ***
## zipcode_98178           -1.566e+00  4.726e-02 -33.131  < 2e-16 ***
## zipcode_98188           -1.537e+00  5.917e-02 -25.986  < 2e-16 ***
## zipcode_98198           -1.331e+00  5.172e-02 -25.734  < 2e-16 ***
## view_1                   1.951e-01  3.100e-02   6.292 3.22e-10 ***
## view_2                   2.140e-01  1.917e-02  11.159  < 2e-16 ***
## view_3                   2.183e-01  2.708e-02   8.063 7.97e-16 ***
## view_4                   1.282e-01  4.105e-02   3.123 0.001792 ** 
## condition_2             -5.617e-01  4.367e-02 -12.862  < 2e-16 ***
## condition_4              1.070e-01  9.855e-03  10.853  < 2e-16 ***
## condition_5              2.135e-01  1.556e-02  13.722  < 2e-16 ***
## grade_Above_Average     -4.644e-01  2.704e-01  -1.718 0.085908 .  
## grade_Average            3.590e-01  2.686e-01   1.336 0.181497    
## waterfront_0            -1.881e-01  5.811e-02  -3.236 0.001213 ** 
## season_Spring            4.428e-02  1.694e-02   2.613 0.008980 ** 
## season_Summer            8.439e-03  2.863e-02   0.295 0.768171    
## season_Fall             -7.566e-02  4.220e-02  -1.793 0.073002 .  
## distance_to_convergence -2.669e-02  1.823e-03 -14.636  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.4616 on 15031 degrees of freedom
## Multiple R-squared:  0.9299, Adjusted R-squared:  0.9295 
## F-statistic:  2056 on 97 and 15031 DF,  p-value: < 2.2e-16

Outlier Detection

To further investigate nonlinearity, constant variance of errors, and outliers, we examine the data points with potentially high influence.

Residuals vs Leverage Plot

We use the ols_plot_resid_lev function to create a plot for detecting outliers and observations with high leverage.

Observation: Look for observations that have high leverage (extreme values on the right side of the plot) and potentially strong influence on the model.

Residuals vs Fitted Plot

We use the ols_plot_resid_stud_fit function to create a plot that helps detect non-linearity, constant variances, and outliers in residuals.

Observation:

Cook’s Distance

We calculate Cook’s distance for each observation to identify influential data points.

Observation:

Filtering Outliers

We filter the data points with Cook’s distance >= 0.04, which is a reasonable threshold for identifying influential data points.

## 13244 
## 13244

Conclusion:

# Remove outliers from both datasets
train_df_linear_outliers <- train_df_linear[-influential_obs, ]
train_df_non_linear_outliers <- train_df_non_linear[-influential_obs, ]

Examining Multicollinearity

vif_values <- vif(linear_model_initial)

# Create copies of the training and test datasets
train_df_linear_copy <- train_df_linear
test_df_linear_copy <- test_df_linear

# Set the VIF threshold (e.g., 10)
vif_threshold <- 10

# Function to remove high VIF columns from a dataset
remove_high_vif_columns <- function(df, threshold) {
  linear_model <- lm(price ~ ., data = df)
  vif_values <- vif(linear_model)
  high_vif_columns <- names(vif_values[vif_values > threshold])
  df <- df[, !names(df) %in% high_vif_columns]
  return(df)
}

# Remove high VIF columns from the copied training and test datasets
train_df_linear_copy <- remove_high_vif_columns(train_df_linear_copy, vif_threshold)
test_df_linear_copy <- remove_high_vif_columns(test_df_linear_copy, vif_threshold)

# Fit a linear regression model to the updated training data
linear_model_initial_vif <- lm(price ~ ., data = train_df_linear_copy)

# Evaluate the updated linear model on the copied test data
df_results <- evaluate_model("OLS_linear_VIF_10", linear_model_initial_vif, train_df_linear_copy, test_df_linear_copy, target_var = 'price', df_results)

# Show updated linear model results
summary(linear_model_initial_vif)

## 
## Call:
## lm(formula = price ~ ., data = train_df_linear_copy)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1269252   -70736     1412    64508  4334737 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   -5.962e+07  5.780e+06 -10.314  < 2e-16 ***
## bedrooms      -2.994e+04  1.807e+03 -16.570  < 2e-16 ***
## bathrooms      2.619e+04  3.143e+03   8.333  < 2e-16 ***
## sqft_living    2.412e+02  3.342e+00  72.184  < 2e-16 ***
## sqft_lot       2.922e-01  4.902e-02   5.960 2.59e-09 ***
## floors        -3.959e+04  3.840e+03 -10.309  < 2e-16 ***
## sqft_basement -9.391e+01  4.312e+00 -21.779  < 2e-16 ***
## yr_built      -1.206e+02  7.573e+01  -1.592 0.111316    
## yr_renovated   2.600e+01  3.552e+00   7.320 2.61e-13 ***
## sqft_living15  4.044e+01  3.410e+00  11.860  < 2e-16 ***
## sqft_lot15    -1.017e-01  7.274e-02  -1.397 0.162309    
## year_sold      3.011e+04  2.869e+03  10.497  < 2e-16 ***
## day_sold      -2.392e+02  1.534e+02  -1.560 0.118874    
## zipcode_98001 -4.210e+05  1.490e+04 -28.250  < 2e-16 ***
## zipcode_98002 -4.026e+05  1.742e+04 -23.107  < 2e-16 ***
## zipcode_98003 -4.168e+05  1.614e+04 -25.831  < 2e-16 ***
## zipcode_98004  3.747e+05  1.563e+04  23.973  < 2e-16 ***
## zipcode_98005 -9.766e+04  1.844e+04  -5.297 1.19e-07 ***
## zipcode_98006 -1.293e+05  1.423e+04  -9.085  < 2e-16 ***
## zipcode_98007 -1.497e+05  1.980e+04  -7.562 4.19e-14 ***
## zipcode_98008 -1.585e+05  1.607e+04  -9.863  < 2e-16 ***
## zipcode_98010 -3.596e+05  2.239e+04 -16.062  < 2e-16 ***
## zipcode_98011 -2.991e+05  1.795e+04 -16.665  < 2e-16 ***
## zipcode_98014 -3.162e+05  2.145e+04 -14.743  < 2e-16 ***
## zipcode_98019 -3.456e+05  1.778e+04 -19.433  < 2e-16 ***
## zipcode_98022 -4.341e+05  1.716e+04 -25.301  < 2e-16 ***
## zipcode_98023 -4.387e+05  1.414e+04 -31.016  < 2e-16 ***
## zipcode_98024 -2.908e+05  2.497e+04 -11.645  < 2e-16 ***
## zipcode_98027 -2.334e+05  1.463e+04 -15.955  < 2e-16 ***
## zipcode_98028 -2.980e+05  1.626e+04 -18.321  < 2e-16 ***
## zipcode_98029 -1.856e+05  1.545e+04 -12.014  < 2e-16 ***
## zipcode_98030 -4.172e+05  1.645e+04 -25.367  < 2e-16 ***
## zipcode_98031 -4.085e+05  1.607e+04 -25.416  < 2e-16 ***
## zipcode_98032 -4.114e+05  2.078e+04 -19.798  < 2e-16 ***
## zipcode_98033 -4.206e+04  1.456e+04  -2.888 0.003880 ** 
## zipcode_98034 -2.084e+05  1.386e+04 -15.036  < 2e-16 ***
## zipcode_98038 -4.030e+05  1.370e+04 -29.414  < 2e-16 ***
## zipcode_98039  7.386e+05  3.012e+04  24.527  < 2e-16 ***
## zipcode_98040  1.220e+05  1.614e+04   7.557 4.35e-14 ***
## zipcode_98042 -4.227e+05  1.392e+04 -30.360  < 2e-16 ***
## zipcode_98045 -3.207e+05  1.720e+04 -18.647  < 2e-16 ***
## zipcode_98052 -1.745e+05  1.365e+04 -12.780  < 2e-16 ***
## zipcode_98053 -2.367e+05  1.516e+04 -15.610  < 2e-16 ***
## zipcode_98055 -3.663e+05  1.603e+04 -22.851  < 2e-16 ***
## zipcode_98056 -3.246e+05  1.456e+04 -22.293  < 2e-16 ***
## zipcode_98058 -3.877e+05  1.441e+04 -26.908  < 2e-16 ***
## zipcode_98059 -3.511e+05  1.434e+04 -24.483  < 2e-16 ***
## zipcode_98065 -3.626e+05  1.558e+04 -23.274  < 2e-16 ***
## zipcode_98070 -4.303e+05  2.165e+04 -19.875  < 2e-16 ***
## zipcode_98072 -2.627e+05  1.636e+04 -16.062  < 2e-16 ***
## zipcode_98074 -2.224e+05  1.449e+04 -15.352  < 2e-16 ***
## zipcode_98075 -2.403e+05  1.530e+04 -15.705  < 2e-16 ***
## zipcode_98077 -2.880e+05  1.834e+04 -15.702  < 2e-16 ***
## zipcode_98092 -4.566e+05  1.511e+04 -30.221  < 2e-16 ***
## zipcode_98102  1.684e+05  2.073e+04   8.121 4.96e-16 ***
## zipcode_98103 -4.314e+04  1.351e+04  -3.193 0.001410 ** 
## zipcode_98105  9.941e+04  1.689e+04   5.884 4.08e-09 ***
## zipcode_98106 -2.631e+05  1.503e+04 -17.500  < 2e-16 ***
## zipcode_98107 -3.262e+04  1.610e+04  -2.026 0.042805 *  
## zipcode_98108 -2.658e+05  1.749e+04 -15.204  < 2e-16 ***
## zipcode_98109  1.441e+05  2.125e+04   6.779 1.25e-11 ***
## zipcode_98112  2.781e+05  1.621e+04  17.153  < 2e-16 ***
## zipcode_98115 -5.826e+04  1.354e+04  -4.304 1.69e-05 ***
## zipcode_98116 -1.063e+05  1.498e+04  -7.096 1.34e-12 ***
## zipcode_98117 -6.442e+04  1.365e+04  -4.720 2.38e-06 ***
## zipcode_98118 -2.327e+05  1.387e+04 -16.781  < 2e-16 ***
## zipcode_98119  1.216e+05  1.741e+04   6.985 2.97e-12 ***
## zipcode_98122 -4.453e+04  1.561e+04  -2.852 0.004354 ** 
## zipcode_98125 -2.006e+05  1.452e+04 -13.812  < 2e-16 ***
## zipcode_98126 -1.946e+05  1.509e+04 -12.897  < 2e-16 ***
## zipcode_98133 -2.252e+05  1.397e+04 -16.119  < 2e-16 ***
## zipcode_98136 -1.429e+05  1.627e+04  -8.782  < 2e-16 ***
## zipcode_98144 -1.130e+05  1.490e+04  -7.585 3.52e-14 ***
## zipcode_98146 -3.128e+05  1.602e+04 -19.529  < 2e-16 ***
## zipcode_98148 -3.519e+05  2.591e+04 -13.581  < 2e-16 ***
## zipcode_98155 -2.591e+05  1.428e+04 -18.144  < 2e-16 ***
## zipcode_98166 -3.502e+05  1.610e+04 -21.748  < 2e-16 ***
## zipcode_98168 -3.424e+05  1.629e+04 -21.025  < 2e-16 ***
## zipcode_98177 -1.774e+05  1.646e+04 -10.781  < 2e-16 ***
## zipcode_98178 -3.660e+05  1.632e+04 -22.430  < 2e-16 ***
## zipcode_98188 -3.830e+05  2.033e+04 -18.839  < 2e-16 ***
## zipcode_98198 -4.155e+05  1.629e+04 -25.514  < 2e-16 ***
## view_1         7.680e+04  1.089e+04   7.052 1.85e-12 ***
## view_2         7.464e+04  6.719e+03  11.109  < 2e-16 ***
## view_3         1.762e+05  9.415e+03  18.711  < 2e-16 ***
## view_4         3.724e+05  1.412e+04  26.385  < 2e-16 ***
## condition_2   -1.047e+04  1.534e+04  -0.682 0.495201    
## condition_4    2.172e+04  3.460e+03   6.278 3.53e-10 ***
## condition_5    6.477e+04  5.436e+03  11.916  < 2e-16 ***
## waterfront_0  -5.216e+05  1.997e+04 -26.124  < 2e-16 ***
## season_Spring  1.002e+04  2.881e+03   3.479 0.000504 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 162400 on 15038 degrees of freedom
## Multiple R-squared:  0.7995, Adjusted R-squared:  0.7983 
## F-statistic: 666.1 on 90 and 15038 DF,  p-value: < 2.2e-16

view_model_results(df_results)

Columns with High VIF Values

Column Name	VIF Value
day_of_year	18.74
grade_5	20.76
grade_6	166.84
grade_7	454.88
grade_8	371.93
grade_9	195.81
grade_10	88.27
grade_11	33.39
season_Summer	11.73
season_Fall	21.83
distance_to_convergence	20.05

In our linear regression analysis, we have identified several columns with high Variance Inflation Factor (VIF) values exceeding the threshold of 10. VIF is a measure that quantifies the degree of multicollinearity between predictor variables in a regression model. High VIF values indicate that certain predictor variables are highly correlated with others, leading to multicollinearity issues. To build a more reliable and interpretable linear regression model, we are dropping these columns with high VIF values. By doing so, we aim to reduce the multicollinearity that can lead to unstable coefficient estimates and make it challenging to interpret the individual impact of each predictor variable on the target variable (price).

Despite the removal of these high VIF columns, it’s worth noting that the model’s performance has decreased slightly. The adjusted model, referred to as “OLS_linear_VIF_10,” now exhibits a higher Sum of Squared Errors (SSE) for both the training and test datasets, indicating a decrease in predictive accuracy compared to the initial model. The R-squared values have also decreased slightly for both the training and test datasets. While the removal of highly correlated predictors was intended to improve model performance, it appears that in this case, it has led to a reduction in predictive accuracy. This outcome highlights the complexity of model building and the need for careful consideration of which variables to retain or remove to achieve the best model performance. Despite the decrease in performance, the adjusted model may still offer advantages in terms of interpretability and reduced multicollinearity.

Weighted Least Squares

# Extract absolute residuals from linear_modle_inital as VIF removal reduced our performance
abs_residuals <- abs(linear_model_initial$residuals)

# Fit a linear regression model to the absolute residuals
abs_residuals_model <- lm(abs_residuals ~ ., data = train_df_linear[, -1])

# Calculate fitted values from the absolute residuals model
fitted_values <- abs_residuals_model$fitted.values

# Calculate weights (w1) based on the squared fitted values
weights <- 1 / (fitted_values^2)

# Fit a weighted linear regression model to the log-transformed price with weights
weighted_regression_model <- lm(log(price) ~ ., weights = weights, data = train_df_linear)

# Display the summary of the weighted model
summary(weighted_regression_model)

## 
## Call:
## lm(formula = log(price) ~ ., data = train_df_linear, weights = weights)
## 
## Weighted Residuals:
##        Min         1Q     Median         3Q        Max 
## -1.117e-04 -1.468e-06  1.900e-08  1.567e-06  5.864e-05 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             -2.382e+02  1.384e+01 -17.212  < 2e-16 ***
## bedrooms                 2.793e-03  2.380e-03   1.174 0.240537    
## bathrooms                4.647e-02  3.901e-03  11.915  < 2e-16 ***
## sqft_living              3.536e-04  4.728e-06  74.796  < 2e-16 ***
## sqft_lot                 1.620e-06  1.011e-07  16.028  < 2e-16 ***
## floors                  -7.272e-02  4.396e-03 -16.543  < 2e-16 ***
## sqft_basement           -1.227e-04  7.293e-06 -16.827  < 2e-16 ***
## yr_built                 7.346e-04  9.950e-05   7.383 1.63e-13 ***
## yr_renovated             5.048e-05  7.912e-06   6.380 1.82e-10 ***
## sqft_living15            5.402e-05  4.007e-06  13.481  < 2e-16 ***
## sqft_lot15              -7.566e-07  1.081e-07  -7.002 2.63e-12 ***
## year_sold                1.240e-01  6.862e-03  18.068  < 2e-16 ***
## day_sold                -6.897e-04  1.813e-04  -3.803 0.000143 ***
## day_of_year              2.699e-06  6.520e-05   0.041 0.966977    
## zipcode_98001           -7.456e-01  3.036e-02 -24.561  < 2e-16 ***
## zipcode_98002           -7.468e-01  3.170e-02 -23.558  < 2e-16 ***
## zipcode_98003           -6.978e-01  3.185e-02 -21.912  < 2e-16 ***
## zipcode_98004            1.569e-01  6.773e-02   2.317 0.020531 *  
## zipcode_98005           -1.585e-01  3.294e-02  -4.812 1.51e-06 ***
## zipcode_98006           -4.130e-01  2.354e-02 -17.546  < 2e-16 ***
## zipcode_98007           -2.427e-01  2.976e-02  -8.156 3.75e-16 ***
## zipcode_98008           -2.482e-01  2.608e-02  -9.515  < 2e-16 ***
## zipcode_98010           -1.645e-01  3.866e-02  -4.256 2.09e-05 ***
## zipcode_98011           -4.117e-01  2.604e-02 -15.812  < 2e-16 ***
## zipcode_98014           -4.541e-01  4.406e-02 -10.305  < 2e-16 ***
## zipcode_98019           -5.144e-01  2.760e-02 -18.638  < 2e-16 ***
## zipcode_98022           -5.885e-01  4.020e-02 -14.641  < 2e-16 ***
## zipcode_98023           -7.337e-01  3.193e-02 -22.978  < 2e-16 ***
## zipcode_98024           -3.594e-01  3.769e-02  -9.536  < 2e-16 ***
## zipcode_98027           -3.011e-01  2.404e-02 -12.522  < 2e-16 ***
## zipcode_98028           -4.286e-01  2.435e-02 -17.602  < 2e-16 ***
## zipcode_98029           -1.767e-01  2.266e-02  -7.797 6.76e-15 ***
## zipcode_98030           -7.338e-01  2.713e-02 -27.044  < 2e-16 ***
## zipcode_98031           -7.225e-01  2.609e-02 -27.696  < 2e-16 ***
## zipcode_98032           -7.750e-01  3.363e-02 -23.042  < 2e-16 ***
## zipcode_98033           -1.569e-01  3.624e-02  -4.328 1.52e-05 ***
## zipcode_98034           -3.494e-01  2.330e-02 -15.000  < 2e-16 ***
## zipcode_98038           -6.389e-01  2.754e-02 -23.201  < 2e-16 ***
## zipcode_98039            2.932e-01  2.103e-01   1.394 0.163242    
## zipcode_98040           -3.300e-02  4.758e-02  -0.694 0.487910    
## zipcode_98042           -7.292e-01  2.789e-02 -26.150  < 2e-16 ***
## zipcode_98045           -3.471e-01  3.399e-02 -10.210  < 2e-16 ***
## zipcode_98052           -2.578e-01  2.213e-02 -11.650  < 2e-16 ***
## zipcode_98053           -2.767e-01  2.205e-02 -12.552  < 2e-16 ***
## zipcode_98055           -7.264e-01  2.607e-02 -27.857  < 2e-16 ***
## zipcode_98056           -5.811e-01  2.459e-02 -23.637  < 2e-16 ***
## zipcode_98058           -6.925e-01  2.469e-02 -28.048  < 2e-16 ***
## zipcode_98059           -4.940e-01  2.350e-02 -21.019  < 2e-16 ***
## zipcode_98065           -3.198e-01  2.743e-02 -11.662  < 2e-16 ***
## zipcode_98070           -3.802e-01  6.299e-02  -6.036 1.62e-09 ***
## zipcode_98072           -3.346e-01  2.662e-02 -12.570  < 2e-16 ***
## zipcode_98074           -2.860e-01  2.354e-02 -12.152  < 2e-16 ***
## zipcode_98075           -1.289e-01  2.311e-02  -5.578 2.48e-08 ***
## zipcode_98077           -3.453e-01  2.898e-02 -11.917  < 2e-16 ***
## zipcode_98092           -7.144e-01  3.070e-02 -23.266  < 2e-16 ***
## zipcode_98102            1.220e-01  8.185e-02   1.491 0.135945    
## zipcode_98103           -5.427e-02  2.675e-02  -2.029 0.042482 *  
## zipcode_98105            7.878e-02  4.963e-02   1.587 0.112463    
## zipcode_98106           -5.701e-01  2.421e-02 -23.551  < 2e-16 ***
## zipcode_98107            1.600e-02  2.448e-02   0.653 0.513451    
## zipcode_98108           -5.950e-01  2.467e-02 -24.118  < 2e-16 ***
## zipcode_98109            1.393e-01  7.433e-02   1.875 0.060867 .  
## zipcode_98112            1.797e-01  7.992e-02   2.248 0.024589 *  
## zipcode_98115           -4.238e-02  2.462e-02  -1.721 0.085228 .  
## zipcode_98116           -1.456e-01  2.214e-02  -6.574 5.06e-11 ***
## zipcode_98117           -5.584e-02  2.397e-02  -2.330 0.019829 *  
## zipcode_98118           -4.788e-01  2.652e-02 -18.053  < 2e-16 ***
## zipcode_98119            1.489e-01  5.030e-02   2.961 0.003072 ** 
## zipcode_98122           -6.578e-02  3.207e-02  -2.051 0.040292 *  
## zipcode_98125           -2.824e-01  2.393e-02 -11.803  < 2e-16 ***
## zipcode_98126           -4.156e-01  2.244e-02 -18.522  < 2e-16 ***
## zipcode_98133           -3.765e-01  2.269e-02 -16.598  < 2e-16 ***
## zipcode_98136           -2.870e-01  2.185e-02 -13.131  < 2e-16 ***
## zipcode_98144           -2.692e-01  2.929e-02  -9.189  < 2e-16 ***
## zipcode_98146           -7.080e-01  2.545e-02 -27.819  < 2e-16 ***
## zipcode_98148           -7.097e-01  4.142e-02 -17.136  < 2e-16 ***
## zipcode_98155           -4.110e-01  2.348e-02 -17.501  < 2e-16 ***
## zipcode_98166           -5.818e-01  2.287e-02 -25.437  < 2e-16 ***
## zipcode_98168           -7.686e-01  2.478e-02 -31.013  < 2e-16 ***
## zipcode_98177           -2.126e-01  2.854e-02  -7.449 9.93e-14 ***
## zipcode_98178           -7.690e-01  2.694e-02 -28.542  < 2e-16 ***
## zipcode_98188           -7.662e-01  3.165e-02 -24.211  < 2e-16 ***
## zipcode_98198           -7.359e-01  2.935e-02 -25.074  < 2e-16 ***
## view_1                   1.559e-01  2.564e-02   6.080 1.23e-09 ***
## view_2                   1.220e-01  1.231e-02   9.918  < 2e-16 ***
## view_3                   1.842e-01  3.984e-02   4.625 3.78e-06 ***
## view_4                   3.126e-01  9.237e-02   3.384 0.000716 ***
## condition_2             -1.546e-01  3.079e-02  -5.021 5.21e-07 ***
## condition_4              6.107e-02  4.148e-03  14.723  < 2e-16 ***
## condition_5              1.042e-01  6.954e-03  14.981  < 2e-16 ***
## grade_Above_Average      4.468e-02  1.622e-01   0.276 0.782905    
## grade_Average            1.210e-01  1.444e-01   0.838 0.402109    
## waterfront_0            -4.161e-01  1.731e-01  -2.404 0.016210 *  
## season_Spring            7.055e-02  7.732e-03   9.124  < 2e-16 ***
## season_Summer            7.880e-02  1.133e-02   6.953 3.73e-12 ***
## season_Fall              7.275e-02  1.640e-02   4.436 9.21e-06 ***
## distance_to_convergence -7.138e-03  8.709e-04  -8.196 2.69e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3.842e-06 on 15032 degrees of freedom
## Multiple R-squared:  0.7918, Adjusted R-squared:  0.7905 
## F-statistic: 595.6 on 96 and 15032 DF,  p-value: < 2.2e-16

# Create diagnostic plots
par(mfrow=c(1,2))
plot(weighted_regression_model)

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced

par(mfrow=c(1,1))
boxplot(weighted_regression_model$residuals)

# Perform Breusch-Pagan test for heteroscedasticity
bptest(weighted_regression_model, studentize = TRUE)

## 
##  studentized Breusch-Pagan test
## 
## data:  weighted_regression_model
## BP = 1.0281e-06, df = 96, p-value = 1

# Calculate predictions for training and test data using the weighted model
predicted_train_transformed_wls <- predict(weighted_regression_model, newdata = train_df_linear)
predicted_test_transformed_wls <- predict(weighted_regression_model, newdata = test_df_linear)

# Back-transform the predicted prices to the original scale
predicted_train_wls <- exp(predicted_train_transformed_wls)
predicted_test_wls <- exp(predicted_test_transformed_wls)  # Back-transform for test data

# Calculate SSE for the training data
sse_train_wls <- sum((train_df_linear$price - predicted_train_wls)^2)

# Calculate SSE for the test data
sse_test_wls <- sum((test_df_linear$price - predicted_test_wls)^2)

# Calculate R-squared for training data
r_squared_train_wls <- 1 - sse_train_wls / sum((train_df_linear$price - mean(train_df_linear$price))^2)

# Calculate R-squared for test data
r_squared_test_wls <- 1 - sse_test_wls / sum((test_df_linear$price - mean(test_df_linear$price))^2)

# Create a dataframe to store the results
df_results <- rbind(df_results, data.frame(
  Model = "WLS_linear",
  SSE_train = sse_train_wls,
  SSE_test = sse_test_wls,
  R_squared_train = r_squared_train_wls,
  R_squared_test = r_squared_test_wls,
  RMSE_train = sqrt(sse_train_wls / nrow(train_df_linear)),
  RMSE_test = sqrt(sse_test_wls / nrow(test_df_linear)),
  MAE_train = mean(abs(train_df_linear$price - predicted_train_wls)),
  MAE_test = mean(abs(test_df_linear$price - predicted_test_wls))
))

# View the updated model results
view_model_results(df_results)

Insights on WLS Linear Model

The WLS Linear Model demonstrates a moderate \(R^2\) for the training data (0.44367) and a higher \(R^2\) for the test data (0.70391), suggesting better generalization than the Transformed Model.
The RMSE and MAE values are higher compared to the basic OLS model, which could indicate a trade-off for achieving more robustness against heteroscedasticity.
The significant difference in SSE between training and test datasets might suggest the need for further model tuning or exploration of alternative modeling approaches.

Conclusion

The WLS Linear Model provides a different perspective in handling data with heteroscedasticity. While it doesn’t outperform the basic OLS model in terms of error metrics, it offers a more stable and generalizable model for the test dataset. This analysis underscores the importance of considering various models and transformations based on the specific characteristics of the dataset and the problem at hand.

IV. Model Performance Testing

Use the test data set to assess the model performances. Here, build the best multiple linear models by using the stepwise both ways selection method. Compare the performance of the best two linear models. Make sure that model assumption(s) are checked for the final linear model. Apply remedy measures (transformation, etc.) that helps satisfy the assumptions. In particular, you must deeply investigate unequal variances and multicollinearity. If necessary, apply remedial methods (WLS, Ridge, Elastic Net, Lasso, etc.).

OLS Stepwise Model

# Conditional logic based on the update_model_parameters flag
if (update_model_parameters) {
  # Run each of the stepwise regression models and update the JSON file
  # Step model both
  model_both <- ols_step_both_p(linear_model_initial, pent=0.35, prem=0.05)
  features_both <- setdiff(names(coef(model_both$model)), "(Intercept)")
  update_model_json("OLS_Step_Both", features_both, json_filepath)

  # Step model Backward
  model_backward <- ols_step_backward_p(linear_model_initial, pent=0.35, prem = 0.05)
  features_backward <- setdiff(names(coef(model_backward$model)), "(Intercept)")
  update_model_json("OLS_Step_Backward", features_backward, json_filepath)

  # Step model foward
  model_forward <- ols_step_forward_p(linear_model_initial, pent=0.35, penter = 0.05)
  features_forward <- setdiff(names(coef(model_forward$model)), "(Intercept)")
  update_model_json("OLS_Step_Forward", features_forward, json_filepath)
} else {
  # Load model parameters from JSON and build models
  model_params <- fromJSON(json_filepath)

  # Create models based on the loaded features
  if (all(c("OLS_Step_Both", "OLS_Step_Backward", "OLS_Step_Forward") %in% names(model_params))) {
    # For each model type, create the model using the features stored in the JSON
    model_both <- create_model(train_df_linear, 'price', model_params$OLS_Step_Both)
    model_backward <- create_model(train_df_linear, 'price', model_params$OLS_Step_Backward)
    model_forward <- create_model(train_df_linear, 'price', model_params$OLS_Step_Forward)
  } else {
    stop("Required model parameters are missing in the JSON file.")
  }
}

# Evaluate OLS_Step_Both
df_results <- evaluate_model("OLS_Step_Both", model_both, train_df_linear, test_df_linear, target_var = 'price', df_results)

# Evaluate OLS_Step_Backward
df_results <- evaluate_model("OLS_Step_Backward", model_backward, train_df_linear, test_df_linear, target_var = 'price', df_results)

# Evaluate OLS_Step_Forward
df_results <- evaluate_model("OLS_Step_Forward", model_forward, train_df_linear, test_df_linear, target_var = 'price', df_results)


view_model_results(df_results)

OLS Stepwise Model Outliers Removed

## 
## Call:
## lm(formula = price ~ ., data = train_df_linear_outliers)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1397068   -62981     1377    58135  2267047 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)             -1.032e+08  1.009e+07 -10.236  < 2e-16 ***
## bedrooms                -1.935e+04  1.695e+03 -11.413  < 2e-16 ***
## bathrooms                2.128e+04  2.921e+03   7.285 3.39e-13 ***
## sqft_living              2.035e+02  3.224e+00  63.141  < 2e-16 ***
## sqft_lot                 3.180e-01  4.552e-02   6.987 2.93e-12 ***
## floors                  -3.002e+04  3.576e+03  -8.397  < 2e-16 ***
## sqft_basement           -7.476e+01  4.043e+00 -18.492  < 2e-16 ***
## yr_built                 5.055e+01  7.049e+01   0.717 0.473293    
## yr_renovated             2.956e+01  3.302e+00   8.953  < 2e-16 ***
## sqft_living15            3.839e+01  3.177e+00  12.081  < 2e-16 ***
## sqft_lot15              -1.027e-01  6.756e-02  -1.520 0.128494    
## year_sold                5.172e+04  5.004e+03  10.336  < 2e-16 ***
## day_sold                -2.838e+02  1.495e+02  -1.898 0.057733 .  
## day_of_year              1.637e+02  5.575e+01   2.937 0.003318 ** 
## zipcode_98001           -2.588e+05  1.830e+04 -14.143  < 2e-16 ***
## zipcode_98002           -2.495e+05  2.007e+04 -12.434  < 2e-16 ***
## zipcode_98003           -2.561e+05  1.913e+04 -13.391  < 2e-16 ***
## zipcode_98004            2.719e+05  1.608e+04  16.902  < 2e-16 ***
## zipcode_98005           -1.721e+05  1.803e+04  -9.544  < 2e-16 ***
## zipcode_98006           -1.789e+05  1.359e+04 -13.164  < 2e-16 ***
## zipcode_98007           -2.085e+05  1.900e+04 -10.973  < 2e-16 ***
## zipcode_98008           -2.017e+05  1.537e+04 -13.124  < 2e-16 ***
## zipcode_98010           -1.816e+05  2.442e+04  -7.437 1.09e-13 ***
## zipcode_98011           -2.775e+05  1.668e+04 -16.638  < 2e-16 ***
## zipcode_98014           -2.043e+05  2.162e+04  -9.448  < 2e-16 ***
## zipcode_98019           -2.620e+05  1.742e+04 -15.039  < 2e-16 ***
## zipcode_98022           -1.618e+05  2.580e+04  -6.271 3.69e-10 ***
## zipcode_98023           -2.641e+05  1.846e+04 -14.311  < 2e-16 ***
## zipcode_98024           -1.975e+05  2.394e+04  -8.248  < 2e-16 ***
## zipcode_98027           -2.093e+05  1.369e+04 -15.291  < 2e-16 ***
## zipcode_98028           -2.770e+05  1.513e+04 -18.311  < 2e-16 ***
## zipcode_98029           -1.532e+05  1.446e+04 -10.598  < 2e-16 ***
## zipcode_98030           -3.070e+05  1.724e+04 -17.806  < 2e-16 ***
## zipcode_98031           -3.294e+05  1.599e+04 -20.598  < 2e-16 ***
## zipcode_98032           -3.068e+05  2.085e+04 -14.716  < 2e-16 ***
## zipcode_98033           -9.026e+04  1.408e+04  -6.412 1.48e-10 ***
## zipcode_98034           -2.255e+05  1.296e+04 -17.408  < 2e-16 ***
## zipcode_98038           -2.635e+05  1.609e+04 -16.370  < 2e-16 ***
## zipcode_98039            6.131e+05  2.890e+04  21.212  < 2e-16 ***
## zipcode_98040            6.155e+04  1.561e+04   3.942 8.12e-05 ***
## zipcode_98042           -3.015e+05  1.565e+04 -19.268  < 2e-16 ***
## zipcode_98045           -1.279e+05  2.131e+04  -6.003 1.99e-09 ***
## zipcode_98052           -1.951e+05  1.287e+04 -15.167  < 2e-16 ***
## zipcode_98053           -2.045e+05  1.414e+04 -14.462  < 2e-16 ***
## zipcode_98055           -3.395e+05  1.501e+04 -22.617  < 2e-16 ***
## zipcode_98056           -3.347e+05  1.357e+04 -24.661  < 2e-16 ***
## zipcode_98058           -3.404e+05  1.379e+04 -24.688  < 2e-16 ***
## zipcode_98059           -3.397e+05  1.333e+04 -25.486  < 2e-16 ***
## zipcode_98065           -2.332e+05  1.674e+04 -13.925  < 2e-16 ***
## zipcode_98070           -3.043e+05  2.190e+04 -13.894  < 2e-16 ***
## zipcode_98072           -2.369e+05  1.524e+04 -15.542  < 2e-16 ***
## zipcode_98074           -2.210e+05  1.347e+04 -16.403  < 2e-16 ***
## zipcode_98075           -2.147e+05  1.423e+04 -15.086  < 2e-16 ***
## zipcode_98077           -2.665e+05  1.722e+04 -15.477  < 2e-16 ***
## zipcode_98092           -2.814e+05  1.881e+04 -14.962  < 2e-16 ***
## zipcode_98102            6.243e+04  1.963e+04   3.180 0.001476 ** 
## zipcode_98103           -6.793e+04  1.262e+04  -5.381 7.51e-08 ***
## zipcode_98105            5.559e+04  1.608e+04   3.457 0.000548 ***
## zipcode_98106           -2.766e+05  1.396e+04 -19.809  < 2e-16 ***
## zipcode_98107           -4.922e+04  1.496e+04  -3.290 0.001006 ** 
## zipcode_98108           -3.017e+05  1.641e+04 -18.385  < 2e-16 ***
## zipcode_98109            1.065e+05  1.985e+04   5.366 8.18e-08 ***
## zipcode_98112            2.216e+05  1.572e+04  14.095  < 2e-16 ***
## zipcode_98115           -9.089e+04  1.280e+04  -7.098 1.32e-12 ***
## zipcode_98116           -1.071e+05  1.392e+04  -7.696 1.49e-14 ***
## zipcode_98117           -6.655e+04  1.267e+04  -5.252 1.53e-07 ***
## zipcode_98118           -2.731e+05  1.317e+04 -20.737  < 2e-16 ***
## zipcode_98119            9.849e+04  1.623e+04   6.068 1.33e-09 ***
## zipcode_98122           -1.076e+05  1.519e+04  -7.084 1.46e-12 ***
## zipcode_98125           -2.114e+05  1.351e+04 -15.648  < 2e-16 ***
## zipcode_98126           -1.966e+05  1.401e+04 -14.032  < 2e-16 ***
## zipcode_98133           -2.153e+05  1.303e+04 -16.520  < 2e-16 ***
## zipcode_98136           -1.296e+05  1.513e+04  -8.565  < 2e-16 ***
## zipcode_98144           -1.691e+05  1.444e+04 -11.715  < 2e-16 ***
## zipcode_98146           -2.929e+05  1.495e+04 -19.591  < 2e-16 ***
## zipcode_98148           -2.941e+05  2.446e+04 -12.024  < 2e-16 ***
## zipcode_98155           -2.410e+05  1.334e+04 -18.062  < 2e-16 ***
## zipcode_98166           -2.983e+05  1.545e+04 -19.309  < 2e-16 ***
## zipcode_98168           -3.345e+05  1.516e+04 -22.066  < 2e-16 ***
## zipcode_98177           -1.394e+05  1.547e+04  -9.009  < 2e-16 ***
## zipcode_98178           -3.743e+05  1.516e+04 -24.693  < 2e-16 ***
## zipcode_98188           -3.416e+05  1.914e+04 -17.842  < 2e-16 ***
## zipcode_98198           -3.191e+05  1.671e+04 -19.099  < 2e-16 ***
## view_1                   7.253e+04  1.011e+04   7.171 7.79e-13 ***
## view_2                   7.311e+04  6.240e+03  11.717  < 2e-16 ***
## view_3                   1.611e+05  8.750e+03  18.408  < 2e-16 ***
## view_4                   3.530e+05  1.313e+04  26.891  < 2e-16 ***
## condition_2             -1.695e+04  1.427e+04  -1.188 0.234998    
## condition_4              2.379e+04  3.214e+03   7.400 1.44e-13 ***
## condition_5              7.201e+04  5.052e+03  14.256  < 2e-16 ***
## grade_Above_Average      2.106e+05  8.834e+04   2.383 0.017164 *  
## grade_Average           -1.380e+05  8.777e+04  -1.572 0.115889    
## waterfront_0            -5.191e+05  1.854e+04 -27.997  < 2e-16 ***
## season_Spring            1.625e+04  5.535e+03   2.937 0.003322 ** 
## season_Summer            3.026e+03  9.355e+03   0.324 0.746319    
## season_Fall             -1.430e+04  1.379e+04  -1.037 0.299719    
## distance_to_convergence -7.846e+03  5.925e+02 -13.241  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 150800 on 15031 degrees of freedom
## Multiple R-squared:  0.8226, Adjusted R-squared:  0.8215 
## F-statistic: 726.1 on 96 and 15031 DF,  p-value: < 2.2e-16

V. Challenger Models

Build an alternative model based on one of the following approaches to predict price: regression tree, NN, or SVM. Explore using a logistic regression. Check the applicable model assumptions. Apply in-sample and out-of-sample testing, backtesting and review the comparative goodness of fit of the candidate models. Describe step by step your procedure to get to the best model and why you believe it is fit for purpose.

Neural Network Model

update_model_parameters <- TRUE
# Define a normalization function
normalize_data <- function(x) {
  return((x - min(x)) / (max(x) - min(x)))
}

# Function to prepare the dataset
prepare_dataset <- function(df) {
  df$waterfront <- as.numeric(df$waterfront_1)
  selected_columns <- setdiff(names(df), c("season", "price_cat", "waterfront_0", "waterfront_1"))
  df_normalized <- as.data.frame(lapply(df[selected_columns], normalize_data))
  return(df_normalized)
}

# Function to rescale normalized data back to original scale
rescale_to_original <- function(x, min_val, max_val) {
  return((x * (max_val - min_val)) + min_val)
}

# Define model builder
build_model <- function(hp) {
  model <- keras_model_sequential() %>%
    layer_dense(units = hp$Int('units_1', min_value = 32, max_value = 128, step = 32),
                activation = 'relu', input_shape = ncol(train_data) - 1) %>%
    layer_dense(units = hp$Int('units_2', min_value = 16, max_value = 64, step = 16),
                activation = 'relu') %>%
    # Add more layers if needed
    layer_dense(units = 1)

  model %>% compile(
    optimizer = optimizer_adam(hp$Float('learning_rate', 1e-4, 1e-2, sampling = 'log')),
    loss = 'mean_squared_error',
    metrics = c('mean_absolute_error')
  )
  return(model)
}

train_and_evaluate_keras_nn <- function(train_data, test_data, original_train_price, original_test_price) {
  # Initialize variables to store the best model and its lowest validation MAE
  best_model <- NULL
  lowest_val_mae <- Inf
  best_batch_size <- NULL  # Store the best batch size
  best_epochs <- NULL  # Store the best number of epochs
  # Smaller batch sizes drastically increase computation required
  batch_sizes <- c(50, 60, 70, 80, 90, 100, 110, 120, 130)  # Different batch sizes to experiment with
  epochs_list <- c(50, 100, 150, 200, 250)  # Different numbers of epochs to experiment with

  for (batch_size in batch_sizes) {
    for (epochs in epochs_list) {
      # Define a complex Keras model with multiple layers
      model <- keras_model_sequential() %>%
        layer_dense(units = 256, activation = 'relu', input_shape = ncol(train_data) - 1) %>%
        layer_dropout(rate = 0.3) %>% # Accounts for multicollinearity and prevents overfit
        layer_dense(units = 128, activation = 'relu') %>%
        layer_dropout(rate = 0.3) %>%
        layer_dense(units = 64, activation = 'relu') %>%
        layer_dense(units = 32, activation = 'relu') %>%
        layer_dense(units = 16, activation = 'relu') %>%
        layer_dense(units = 8, activation = 'relu') %>%
        layer_dense(units = 4, activation = 'relu') %>%
        layer_dense(units = 2, activation = 'relu') %>%
        layer_dense(units = 1)

      # Compile the model
      model %>% compile(
        loss = 'mean_squared_error',
        optimizer = 'adam',
        metrics = c('mean_absolute_error')
      )

      # Fit the model to training data
      history <- model %>% fit(
        x = as.matrix(train_data[, -which(names(train_data) == "price")]),
        y = train_data$price,
        epochs = epochs,
        batch_size = batch_size,
        validation_split = 0.2  # Use 20% of training data for validation
      )

      # Check the performance on the validation set
      val_mae <- min(history$metrics$val_mean_absolute_error)
      if (val_mae < lowest_val_mae) {
        lowest_val_mae <- val_mae
        best_model <- model
        best_batch_size <- batch_size
        best_epochs <- epochs
      }
    }
  }

  # Print the best hyperparameters and their correlation
  cat("Best Batch Size:", best_batch_size, "\n")
  cat("Best Number of Epochs:", best_epochs, "\n")

  # Make predictions on the training and test data
  train_predictions <- predict(best_model, x = as.matrix(train_data[, -which(names(train_data) == "price")]))
  test_predictions <- predict(best_model, x = as.matrix(test_data[, -which(names(test_data) == "price")]))

  # Rescale predictions back to original scale
  rescaled_train_predictions <- rescale_to_original(train_predictions, min(original_train_price), max(original_train_price))
  rescaled_test_predictions <- rescale_to_original(test_predictions, min(original_test_price), max(original_test_price))

  # Calculate various performance metrics
  metrics <- list(
    mae_train = mean(abs(rescaled_train_predictions - original_train_price)),
    mae_test = mean(abs(rescaled_test_predictions - original_test_price)),
    RMSE_train = sqrt(mean((rescaled_train_predictions - original_train_price)^2)),
    RMSE_test = sqrt(mean((rescaled_test_predictions - original_test_price)^2)),
    SSE_train = sum((rescaled_train_predictions - original_train_price)^2),
    SSE_test = sum((rescaled_test_predictions - original_test_price)^2),
    correlation_train = cor(rescaled_train_predictions, original_train_price),
    correlation_test = cor(rescaled_test_predictions, original_test_price),
    r_squared_train = cor(rescaled_train_predictions, original_train_price)^2,
    r_squared_test = cor(rescaled_test_predictions, original_test_price)^2
  )

  print(paste("Model Correlation:", metrics$correlation_test))

  return(metrics)
}


# Load and prepare data
train_df_logis <- train_df_non_linear
test_df_logis <- test_df_non_linear

# Combine train and test data for normalization
combined_df <- rbind(train_df_logis, test_df_logis)

# Normalize the combined data
combined_norm <- prepare_dataset(combined_df)

# Split the normalized data back into train and test sets
train_norm <- combined_norm[1:nrow(train_df_logis), ]
test_norm <- combined_norm[(nrow(train_df_logis) + 1):nrow(combined_norm), ]

# Original non-normalized price data
original_train_price <- train_df_non_linear$price
original_test_price <- test_df_non_linear$price

# Train and evaluate the model
if (update_model_parameters) {
  library(keras)
  library(reticulate)
  # Import python as the backend for using Keras
  use_python(python = "C:\\Users\\Charl\\AppData\\Local\\Programs\\Python\\Python39\\python.exe", required = TRUE)
  # Fetch metrics
  nn_metrics <- train_and_evaluate_keras_nn(train_norm, test_norm, original_train_price, original_test_price)
  # Code to update model parameters in JSON
  update_model_json("NeuralNetwork", nn_metrics, json_filepath)
} else {
  # Code to load model parameters from JSON
  model_params <- fromJSON(json_filepath)
  nn_metrics <- model_params$NeuralNetwork
}

## Epoch 1/50
## 243/243 - 1s - loss: 0.0026 - mean_absolute_error: 0.0323 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 1s/epoch - 4ms/step
## Epoch 2/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 369ms/epoch - 2ms/step
## Epoch 3/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 367ms/epoch - 2ms/step
## Epoch 4/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 362ms/epoch - 1ms/step
## Epoch 5/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 361ms/epoch - 1ms/step
## Epoch 6/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 362ms/epoch - 1ms/step
## Epoch 7/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 368ms/epoch - 2ms/step
## Epoch 8/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 357ms/epoch - 1ms/step
## Epoch 9/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 368ms/epoch - 2ms/step
## Epoch 10/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 382ms/epoch - 2ms/step
## Epoch 11/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 362ms/epoch - 1ms/step
## Epoch 12/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 365ms/epoch - 2ms/step
## Epoch 13/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 375ms/epoch - 2ms/step
## Epoch 14/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 367ms/epoch - 2ms/step
## Epoch 15/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 374ms/epoch - 2ms/step
## Epoch 16/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 371ms/epoch - 2ms/step
## Epoch 17/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 367ms/epoch - 2ms/step
## Epoch 18/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 395ms/epoch - 2ms/step
## Epoch 19/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 408ms/epoch - 2ms/step
## Epoch 20/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 362ms/epoch - 1ms/step
## Epoch 21/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 366ms/epoch - 2ms/step
## Epoch 22/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 364ms/epoch - 1ms/step
## Epoch 23/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 414ms/epoch - 2ms/step
## Epoch 24/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 367ms/epoch - 2ms/step
## Epoch 25/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 373ms/epoch - 2ms/step
## Epoch 26/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 373ms/epoch - 2ms/step
## Epoch 27/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 400ms/epoch - 2ms/step
## Epoch 28/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 369ms/epoch - 2ms/step
## Epoch 29/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 367ms/epoch - 2ms/step
## Epoch 30/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 364ms/epoch - 1ms/step
## Epoch 31/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 386ms/epoch - 2ms/step
## Epoch 32/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 367ms/epoch - 2ms/step
## Epoch 33/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 368ms/epoch - 2ms/step
## Epoch 34/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 371ms/epoch - 2ms/step
## Epoch 35/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 382ms/epoch - 2ms/step
## Epoch 36/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 368ms/epoch - 2ms/step
## Epoch 37/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 361ms/epoch - 1ms/step
## Epoch 38/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 383ms/epoch - 2ms/step
## Epoch 39/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 443ms/epoch - 2ms/step
## Epoch 40/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 395ms/epoch - 2ms/step
## Epoch 41/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 369ms/epoch - 2ms/step
## Epoch 42/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 371ms/epoch - 2ms/step
## Epoch 43/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 365ms/epoch - 2ms/step
## Epoch 44/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 357ms/epoch - 1ms/step
## Epoch 45/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 423ms/epoch - 2ms/step
## Epoch 46/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 365ms/epoch - 2ms/step
## Epoch 47/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 357ms/epoch - 1ms/step
## Epoch 48/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 348ms/epoch - 1ms/step
## Epoch 49/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 419ms/epoch - 2ms/step
## Epoch 50/50
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 369ms/epoch - 2ms/step
## Epoch 1/100
## 243/243 - 1s - loss: 0.0012 - mean_absolute_error: 0.0216 - val_loss: 6.0552e-04 - val_mean_absolute_error: 0.0130 - 998ms/epoch - 4ms/step
## Epoch 2/100
## 243/243 - 0s - loss: 5.6575e-04 - mean_absolute_error: 0.0151 - val_loss: 6.9652e-04 - val_mean_absolute_error: 0.0142 - 365ms/epoch - 2ms/step
## Epoch 3/100
## 243/243 - 0s - loss: 4.6880e-04 - mean_absolute_error: 0.0137 - val_loss: 6.0910e-04 - val_mean_absolute_error: 0.0131 - 351ms/epoch - 1ms/step
## Epoch 4/100
## 243/243 - 0s - loss: 4.1270e-04 - mean_absolute_error: 0.0129 - val_loss: 5.3064e-04 - val_mean_absolute_error: 0.0127 - 354ms/epoch - 1ms/step
## Epoch 5/100
## 243/243 - 0s - loss: 3.9268e-04 - mean_absolute_error: 0.0125 - val_loss: 4.9495e-04 - val_mean_absolute_error: 0.0118 - 365ms/epoch - 2ms/step
## Epoch 6/100
## 243/243 - 0s - loss: 3.6571e-04 - mean_absolute_error: 0.0121 - val_loss: 4.3611e-04 - val_mean_absolute_error: 0.0111 - 356ms/epoch - 1ms/step
## Epoch 7/100
## 243/243 - 0s - loss: 3.3547e-04 - mean_absolute_error: 0.0117 - val_loss: 4.0791e-04 - val_mean_absolute_error: 0.0105 - 372ms/epoch - 2ms/step
## Epoch 8/100
## 243/243 - 0s - loss: 3.1227e-04 - mean_absolute_error: 0.0113 - val_loss: 4.0965e-04 - val_mean_absolute_error: 0.0108 - 358ms/epoch - 1ms/step
## Epoch 9/100
## 243/243 - 0s - loss: 3.1085e-04 - mean_absolute_error: 0.0114 - val_loss: 4.3442e-04 - val_mean_absolute_error: 0.0111 - 357ms/epoch - 1ms/step
## Epoch 10/100
## 243/243 - 0s - loss: 2.9254e-04 - mean_absolute_error: 0.0111 - val_loss: 4.2485e-04 - val_mean_absolute_error: 0.0112 - 349ms/epoch - 1ms/step
## Epoch 11/100
## 243/243 - 0s - loss: 2.8470e-04 - mean_absolute_error: 0.0109 - val_loss: 4.4576e-04 - val_mean_absolute_error: 0.0114 - 370ms/epoch - 2ms/step
## Epoch 12/100
## 243/243 - 0s - loss: 2.7779e-04 - mean_absolute_error: 0.0109 - val_loss: 4.3020e-04 - val_mean_absolute_error: 0.0108 - 362ms/epoch - 1ms/step
## Epoch 13/100
## 243/243 - 0s - loss: 2.6906e-04 - mean_absolute_error: 0.0107 - val_loss: 3.9298e-04 - val_mean_absolute_error: 0.0105 - 363ms/epoch - 1ms/step
## Epoch 14/100
## 243/243 - 0s - loss: 2.6364e-04 - mean_absolute_error: 0.0106 - val_loss: 4.1177e-04 - val_mean_absolute_error: 0.0116 - 359ms/epoch - 1ms/step
## Epoch 15/100
## 243/243 - 0s - loss: 2.5946e-04 - mean_absolute_error: 0.0105 - val_loss: 4.1507e-04 - val_mean_absolute_error: 0.0104 - 360ms/epoch - 1ms/step
## Epoch 16/100
## 243/243 - 0s - loss: 2.5530e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9148e-04 - val_mean_absolute_error: 0.0105 - 366ms/epoch - 2ms/step
## Epoch 17/100
## 243/243 - 0s - loss: 2.6004e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9364e-04 - val_mean_absolute_error: 0.0103 - 358ms/epoch - 1ms/step
## Epoch 18/100
## 243/243 - 0s - loss: 2.3223e-04 - mean_absolute_error: 0.0101 - val_loss: 3.8889e-04 - val_mean_absolute_error: 0.0105 - 358ms/epoch - 1ms/step
## Epoch 19/100
## 243/243 - 0s - loss: 2.4931e-04 - mean_absolute_error: 0.0103 - val_loss: 3.8359e-04 - val_mean_absolute_error: 0.0102 - 355ms/epoch - 1ms/step
## Epoch 20/100
## 243/243 - 0s - loss: 2.2544e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0466e-04 - val_mean_absolute_error: 0.0103 - 358ms/epoch - 1ms/step
## Epoch 21/100
## 243/243 - 0s - loss: 2.4340e-04 - mean_absolute_error: 0.0103 - val_loss: 3.6650e-04 - val_mean_absolute_error: 0.0102 - 357ms/epoch - 1ms/step
## Epoch 22/100
## 243/243 - 0s - loss: 2.2057e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0535e-04 - val_mean_absolute_error: 0.0112 - 358ms/epoch - 1ms/step
## Epoch 23/100
## 243/243 - 0s - loss: 2.3155e-04 - mean_absolute_error: 0.0099 - val_loss: 4.3048e-04 - val_mean_absolute_error: 0.0112 - 368ms/epoch - 2ms/step
## Epoch 24/100
## 243/243 - 0s - loss: 2.3219e-04 - mean_absolute_error: 0.0100 - val_loss: 3.9853e-04 - val_mean_absolute_error: 0.0106 - 360ms/epoch - 1ms/step
## Epoch 25/100
## 243/243 - 0s - loss: 2.1050e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8307e-04 - val_mean_absolute_error: 0.0103 - 356ms/epoch - 1ms/step
## Epoch 26/100
## 243/243 - 0s - loss: 2.5422e-04 - mean_absolute_error: 0.0102 - val_loss: 3.9327e-04 - val_mean_absolute_error: 0.0107 - 363ms/epoch - 1ms/step
## Epoch 27/100
## 243/243 - 0s - loss: 2.0612e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8059e-04 - val_mean_absolute_error: 0.0102 - 368ms/epoch - 2ms/step
## Epoch 28/100
## 243/243 - 0s - loss: 1.9605e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8696e-04 - val_mean_absolute_error: 0.0101 - 362ms/epoch - 1ms/step
## Epoch 29/100
## 243/243 - 0s - loss: 2.1301e-04 - mean_absolute_error: 0.0096 - val_loss: 3.9436e-04 - val_mean_absolute_error: 0.0104 - 366ms/epoch - 2ms/step
## Epoch 30/100
## 243/243 - 0s - loss: 2.1540e-04 - mean_absolute_error: 0.0096 - val_loss: 4.3169e-04 - val_mean_absolute_error: 0.0103 - 363ms/epoch - 1ms/step
## Epoch 31/100
## 243/243 - 0s - loss: 1.9164e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8676e-04 - val_mean_absolute_error: 0.0102 - 362ms/epoch - 1ms/step
## Epoch 32/100
## 243/243 - 0s - loss: 1.8885e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8182e-04 - val_mean_absolute_error: 0.0104 - 361ms/epoch - 1ms/step
## Epoch 33/100
## 243/243 - 0s - loss: 1.9631e-04 - mean_absolute_error: 0.0094 - val_loss: 3.6824e-04 - val_mean_absolute_error: 0.0109 - 359ms/epoch - 1ms/step
## Epoch 34/100
## 243/243 - 0s - loss: 1.9672e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0805e-04 - val_mean_absolute_error: 0.0105 - 371ms/epoch - 2ms/step
## Epoch 35/100
## 243/243 - 0s - loss: 1.8331e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7531e-04 - val_mean_absolute_error: 0.0100 - 360ms/epoch - 1ms/step
## Epoch 36/100
## 243/243 - 0s - loss: 1.8005e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8091e-04 - val_mean_absolute_error: 0.0105 - 360ms/epoch - 1ms/step
## Epoch 37/100
## 243/243 - 0s - loss: 1.9152e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6201e-04 - val_mean_absolute_error: 0.0100 - 366ms/epoch - 2ms/step
## Epoch 38/100
## 243/243 - 0s - loss: 1.8248e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7845e-04 - val_mean_absolute_error: 0.0100 - 416ms/epoch - 2ms/step
## Epoch 39/100
## 243/243 - 0s - loss: 1.7995e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6682e-04 - val_mean_absolute_error: 0.0102 - 367ms/epoch - 2ms/step
## Epoch 40/100
## 243/243 - 0s - loss: 1.8061e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7375e-04 - val_mean_absolute_error: 0.0101 - 416ms/epoch - 2ms/step
## Epoch 41/100
## 243/243 - 0s - loss: 1.7225e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7902e-04 - val_mean_absolute_error: 0.0104 - 353ms/epoch - 1ms/step
## Epoch 42/100
## 243/243 - 0s - loss: 1.7113e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8481e-04 - val_mean_absolute_error: 0.0108 - 360ms/epoch - 1ms/step
## Epoch 43/100
## 243/243 - 0s - loss: 1.6710e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2289e-04 - val_mean_absolute_error: 0.0105 - 356ms/epoch - 1ms/step
## Epoch 44/100
## 243/243 - 0s - loss: 1.7606e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8644e-04 - val_mean_absolute_error: 0.0105 - 354ms/epoch - 1ms/step
## Epoch 45/100
## 243/243 - 0s - loss: 1.7383e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7716e-04 - val_mean_absolute_error: 0.0100 - 358ms/epoch - 1ms/step
## Epoch 46/100
## 243/243 - 0s - loss: 1.6480e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2404e-04 - val_mean_absolute_error: 0.0103 - 358ms/epoch - 1ms/step
## Epoch 47/100
## 243/243 - 0s - loss: 1.7120e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6550e-04 - val_mean_absolute_error: 0.0108 - 359ms/epoch - 1ms/step
## Epoch 48/100
## 243/243 - 0s - loss: 1.6157e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9717e-04 - val_mean_absolute_error: 0.0103 - 365ms/epoch - 2ms/step
## Epoch 49/100
## 243/243 - 0s - loss: 1.5424e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8684e-04 - val_mean_absolute_error: 0.0114 - 359ms/epoch - 1ms/step
## Epoch 50/100
## 243/243 - 0s - loss: 1.6293e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7493e-04 - val_mean_absolute_error: 0.0102 - 359ms/epoch - 1ms/step
## Epoch 51/100
## 243/243 - 0s - loss: 1.7082e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5734e-04 - val_mean_absolute_error: 0.0103 - 360ms/epoch - 1ms/step
## Epoch 52/100
## 243/243 - 0s - loss: 1.6905e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7053e-04 - val_mean_absolute_error: 0.0100 - 367ms/epoch - 2ms/step
## Epoch 53/100
## 243/243 - 0s - loss: 1.5788e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8353e-04 - val_mean_absolute_error: 0.0107 - 359ms/epoch - 1ms/step
## Epoch 54/100
## 243/243 - 0s - loss: 1.5841e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5923e-04 - val_mean_absolute_error: 0.0099 - 360ms/epoch - 1ms/step
## Epoch 55/100
## 243/243 - 0s - loss: 1.5404e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5911e-04 - val_mean_absolute_error: 0.0104 - 402ms/epoch - 2ms/step
## Epoch 56/100
## 243/243 - 0s - loss: 1.8049e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7084e-04 - val_mean_absolute_error: 0.0103 - 355ms/epoch - 1ms/step
## Epoch 57/100
## 243/243 - 0s - loss: 1.5872e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6450e-04 - val_mean_absolute_error: 0.0099 - 386ms/epoch - 2ms/step
## Epoch 58/100
## 243/243 - 0s - loss: 1.5656e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6925e-04 - val_mean_absolute_error: 0.0100 - 352ms/epoch - 1ms/step
## Epoch 59/100
## 243/243 - 0s - loss: 1.5005e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6781e-04 - val_mean_absolute_error: 0.0102 - 360ms/epoch - 1ms/step
## Epoch 60/100
## 243/243 - 0s - loss: 1.5623e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7071e-04 - val_mean_absolute_error: 0.0099 - 366ms/epoch - 2ms/step
## Epoch 61/100
## 243/243 - 0s - loss: 1.5880e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8941e-04 - val_mean_absolute_error: 0.0110 - 403ms/epoch - 2ms/step
## Epoch 62/100
## 243/243 - 0s - loss: 1.5650e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4226e-04 - val_mean_absolute_error: 0.0122 - 360ms/epoch - 1ms/step
## Epoch 63/100
## 243/243 - 0s - loss: 1.6167e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9666e-04 - val_mean_absolute_error: 0.0111 - 360ms/epoch - 1ms/step
## Epoch 64/100
## 243/243 - 0s - loss: 1.5203e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8244e-04 - val_mean_absolute_error: 0.0103 - 361ms/epoch - 1ms/step
## Epoch 65/100
## 243/243 - 0s - loss: 1.5054e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7786e-04 - val_mean_absolute_error: 0.0102 - 374ms/epoch - 2ms/step
## Epoch 66/100
## 243/243 - 0s - loss: 1.5080e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7590e-04 - val_mean_absolute_error: 0.0100 - 372ms/epoch - 2ms/step
## Epoch 67/100
## 243/243 - 0s - loss: 1.4467e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6846e-04 - val_mean_absolute_error: 0.0101 - 360ms/epoch - 1ms/step
## Epoch 68/100
## 243/243 - 0s - loss: 1.3981e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8990e-04 - val_mean_absolute_error: 0.0107 - 368ms/epoch - 2ms/step
## Epoch 69/100
## 243/243 - 0s - loss: 1.5279e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9370e-04 - val_mean_absolute_error: 0.0103 - 351ms/epoch - 1ms/step
## Epoch 70/100
## 243/243 - 0s - loss: 1.4630e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0098e-04 - val_mean_absolute_error: 0.0110 - 356ms/epoch - 1ms/step
## Epoch 71/100
## 243/243 - 0s - loss: 1.3820e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6521e-04 - val_mean_absolute_error: 0.0099 - 355ms/epoch - 1ms/step
## Epoch 72/100
## 243/243 - 0s - loss: 1.3972e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0474e-04 - val_mean_absolute_error: 0.0119 - 358ms/epoch - 1ms/step
## Epoch 73/100
## 243/243 - 0s - loss: 1.4277e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8299e-04 - val_mean_absolute_error: 0.0101 - 357ms/epoch - 1ms/step
## Epoch 74/100
## 243/243 - 0s - loss: 1.4911e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8390e-04 - val_mean_absolute_error: 0.0102 - 359ms/epoch - 1ms/step
## Epoch 75/100
## 243/243 - 0s - loss: 1.3566e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8705e-04 - val_mean_absolute_error: 0.0101 - 356ms/epoch - 1ms/step
## Epoch 76/100
## 243/243 - 0s - loss: 1.4093e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8356e-04 - val_mean_absolute_error: 0.0105 - 359ms/epoch - 1ms/step
## Epoch 77/100
## 243/243 - 0s - loss: 1.3515e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0613e-04 - val_mean_absolute_error: 0.0107 - 368ms/epoch - 2ms/step
## Epoch 78/100
## 243/243 - 0s - loss: 1.3267e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7421e-04 - val_mean_absolute_error: 0.0102 - 356ms/epoch - 1ms/step
## Epoch 79/100
## 243/243 - 0s - loss: 1.4222e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8290e-04 - val_mean_absolute_error: 0.0100 - 359ms/epoch - 1ms/step
## Epoch 80/100
## 243/243 - 0s - loss: 1.3649e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1447e-04 - val_mean_absolute_error: 0.0112 - 363ms/epoch - 1ms/step
## Epoch 81/100
## 243/243 - 0s - loss: 1.2929e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8624e-04 - val_mean_absolute_error: 0.0104 - 355ms/epoch - 1ms/step
## Epoch 82/100
## 243/243 - 0s - loss: 1.2882e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7801e-04 - val_mean_absolute_error: 0.0102 - 363ms/epoch - 1ms/step
## Epoch 83/100
## 243/243 - 0s - loss: 1.3812e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4857e-04 - val_mean_absolute_error: 0.0104 - 361ms/epoch - 1ms/step
## Epoch 84/100
## 243/243 - 0s - loss: 1.4596e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8415e-04 - val_mean_absolute_error: 0.0113 - 359ms/epoch - 1ms/step
## Epoch 85/100
## 243/243 - 0s - loss: 1.4141e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1010e-04 - val_mean_absolute_error: 0.0114 - 355ms/epoch - 1ms/step
## Epoch 86/100
## 243/243 - 0s - loss: 1.3530e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1009e-04 - val_mean_absolute_error: 0.0106 - 355ms/epoch - 1ms/step
## Epoch 87/100
## 243/243 - 0s - loss: 1.2802e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0078e-04 - val_mean_absolute_error: 0.0101 - 359ms/epoch - 1ms/step
## Epoch 88/100
## 243/243 - 0s - loss: 1.3005e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8035e-04 - val_mean_absolute_error: 0.0104 - 411ms/epoch - 2ms/step
## Epoch 89/100
## 243/243 - 0s - loss: 1.2557e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8573e-04 - val_mean_absolute_error: 0.0099 - 358ms/epoch - 1ms/step
## Epoch 90/100
## 243/243 - 0s - loss: 1.3472e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8764e-04 - val_mean_absolute_error: 0.0100 - 365ms/epoch - 2ms/step
## Epoch 91/100
## 243/243 - 0s - loss: 1.2781e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8214e-04 - val_mean_absolute_error: 0.0106 - 349ms/epoch - 1ms/step
## Epoch 92/100
## 243/243 - 0s - loss: 1.3049e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9247e-04 - val_mean_absolute_error: 0.0101 - 357ms/epoch - 1ms/step
## Epoch 93/100
## 243/243 - 0s - loss: 1.2186e-04 - mean_absolute_error: 0.0077 - val_loss: 3.6703e-04 - val_mean_absolute_error: 0.0100 - 371ms/epoch - 2ms/step
## Epoch 94/100
## 243/243 - 0s - loss: 1.2601e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7971e-04 - val_mean_absolute_error: 0.0101 - 359ms/epoch - 1ms/step
## Epoch 95/100
## 243/243 - 0s - loss: 1.2690e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8415e-04 - val_mean_absolute_error: 0.0101 - 400ms/epoch - 2ms/step
## Epoch 96/100
## 243/243 - 0s - loss: 1.2892e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0882e-04 - val_mean_absolute_error: 0.0110 - 359ms/epoch - 1ms/step
## Epoch 97/100
## 243/243 - 0s - loss: 1.1765e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1680e-04 - val_mean_absolute_error: 0.0105 - 404ms/epoch - 2ms/step
## Epoch 98/100
## 243/243 - 0s - loss: 1.2981e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7795e-04 - val_mean_absolute_error: 0.0102 - 353ms/epoch - 1ms/step
## Epoch 99/100
## 243/243 - 0s - loss: 1.3952e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1737e-04 - val_mean_absolute_error: 0.0104 - 359ms/epoch - 1ms/step
## Epoch 100/100
## 243/243 - 0s - loss: 1.3994e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1977e-04 - val_mean_absolute_error: 0.0111 - 362ms/epoch - 1ms/step
## Epoch 1/150
## 243/243 - 1s - loss: 0.0025 - mean_absolute_error: 0.0325 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 1s/epoch - 5ms/step
## Epoch 2/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 400ms/epoch - 2ms/step
## Epoch 3/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 358ms/epoch - 1ms/step
## Epoch 4/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 381ms/epoch - 2ms/step
## Epoch 5/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 418ms/epoch - 2ms/step
## Epoch 6/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 370ms/epoch - 2ms/step
## Epoch 7/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 423ms/epoch - 2ms/step
## Epoch 8/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 389ms/epoch - 2ms/step
## Epoch 9/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 372ms/epoch - 2ms/step
## Epoch 10/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 379ms/epoch - 2ms/step
## Epoch 11/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0318 - 347ms/epoch - 1ms/step
## Epoch 12/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 358ms/epoch - 1ms/step
## Epoch 13/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 376ms/epoch - 2ms/step
## Epoch 14/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 363ms/epoch - 1ms/step
## Epoch 15/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 358ms/epoch - 1ms/step
## Epoch 16/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 372ms/epoch - 2ms/step
## Epoch 17/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 362ms/epoch - 1ms/step
## Epoch 18/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 357ms/epoch - 1ms/step
## Epoch 19/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 352ms/epoch - 1ms/step
## Epoch 20/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 371ms/epoch - 2ms/step
## Epoch 21/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 352ms/epoch - 1ms/step
## Epoch 22/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 362ms/epoch - 1ms/step
## Epoch 23/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 353ms/epoch - 1ms/step
## Epoch 24/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0327 - 352ms/epoch - 1ms/step
## Epoch 25/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 355ms/epoch - 1ms/step
## Epoch 26/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 360ms/epoch - 1ms/step
## Epoch 27/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 352ms/epoch - 1ms/step
## Epoch 28/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 363ms/epoch - 1ms/step
## Epoch 29/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 359ms/epoch - 1ms/step
## Epoch 30/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 370ms/epoch - 2ms/step
## Epoch 31/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 383ms/epoch - 2ms/step
## Epoch 32/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 375ms/epoch - 2ms/step
## Epoch 33/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 365ms/epoch - 2ms/step
## Epoch 34/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 363ms/epoch - 1ms/step
## Epoch 35/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 373ms/epoch - 2ms/step
## Epoch 36/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 353ms/epoch - 1ms/step
## Epoch 37/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 378ms/epoch - 2ms/step
## Epoch 38/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 365ms/epoch - 2ms/step
## Epoch 39/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 352ms/epoch - 1ms/step
## Epoch 40/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 361ms/epoch - 1ms/step
## Epoch 41/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 395ms/epoch - 2ms/step
## Epoch 42/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 356ms/epoch - 1ms/step
## Epoch 43/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 370ms/epoch - 2ms/step
## Epoch 44/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 430ms/epoch - 2ms/step
## Epoch 45/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0320 - 400ms/epoch - 2ms/step
## Epoch 46/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 365ms/epoch - 2ms/step
## Epoch 47/150
## 243/243 - 1s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 577ms/epoch - 2ms/step
## Epoch 48/150
## 243/243 - 1s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 522ms/epoch - 2ms/step
## Epoch 49/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0297 - 367ms/epoch - 2ms/step
## Epoch 50/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 354ms/epoch - 1ms/step
## Epoch 51/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 372ms/epoch - 2ms/step
## Epoch 52/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 366ms/epoch - 2ms/step
## Epoch 53/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 358ms/epoch - 1ms/step
## Epoch 54/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 373ms/epoch - 2ms/step
## Epoch 55/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 370ms/epoch - 2ms/step
## Epoch 56/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 383ms/epoch - 2ms/step
## Epoch 57/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 391ms/epoch - 2ms/step
## Epoch 58/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 367ms/epoch - 2ms/step
## Epoch 59/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 357ms/epoch - 1ms/step
## Epoch 60/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 361ms/epoch - 1ms/step
## Epoch 61/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 376ms/epoch - 2ms/step
## Epoch 62/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 374ms/epoch - 2ms/step
## Epoch 63/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 380ms/epoch - 2ms/step
## Epoch 64/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 357ms/epoch - 1ms/step
## Epoch 65/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 370ms/epoch - 2ms/step
## Epoch 66/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 367ms/epoch - 2ms/step
## Epoch 67/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 360ms/epoch - 1ms/step
## Epoch 68/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 361ms/epoch - 1ms/step
## Epoch 69/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 368ms/epoch - 2ms/step
## Epoch 70/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0025 - val_mean_absolute_error: 0.0296 - 365ms/epoch - 2ms/step
## Epoch 71/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 356ms/epoch - 1ms/step
## Epoch 72/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 358ms/epoch - 1ms/step
## Epoch 73/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 351ms/epoch - 1ms/step
## Epoch 74/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 362ms/epoch - 1ms/step
## Epoch 75/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 355ms/epoch - 1ms/step
## Epoch 76/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 362ms/epoch - 1ms/step
## Epoch 77/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 355ms/epoch - 1ms/step
## Epoch 78/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 365ms/epoch - 2ms/step
## Epoch 79/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 353ms/epoch - 1ms/step
## Epoch 80/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 350ms/epoch - 1ms/step
## Epoch 81/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 356ms/epoch - 1ms/step
## Epoch 82/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 349ms/epoch - 1ms/step
## Epoch 83/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 351ms/epoch - 1ms/step
## Epoch 84/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 349ms/epoch - 1ms/step
## Epoch 85/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 354ms/epoch - 1ms/step
## Epoch 86/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 353ms/epoch - 1ms/step
## Epoch 87/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 348ms/epoch - 1ms/step
## Epoch 88/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 351ms/epoch - 1ms/step
## Epoch 89/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 347ms/epoch - 1ms/step
## Epoch 90/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 349ms/epoch - 1ms/step
## Epoch 91/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 346ms/epoch - 1ms/step
## Epoch 92/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 341ms/epoch - 1ms/step
## Epoch 93/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 347ms/epoch - 1ms/step
## Epoch 94/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 349ms/epoch - 1ms/step
## Epoch 95/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 349ms/epoch - 1ms/step
## Epoch 96/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 358ms/epoch - 1ms/step
## Epoch 97/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 350ms/epoch - 1ms/step
## Epoch 98/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 353ms/epoch - 1ms/step
## Epoch 99/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 349ms/epoch - 1ms/step
## Epoch 100/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 349ms/epoch - 1ms/step
## Epoch 101/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 348ms/epoch - 1ms/step
## Epoch 102/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 349ms/epoch - 1ms/step
## Epoch 103/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 345ms/epoch - 1ms/step
## Epoch 104/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 347ms/epoch - 1ms/step
## Epoch 105/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 351ms/epoch - 1ms/step
## Epoch 106/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 344ms/epoch - 1ms/step
## Epoch 107/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 349ms/epoch - 1ms/step
## Epoch 108/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 351ms/epoch - 1ms/step
## Epoch 109/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0297 - 351ms/epoch - 1ms/step
## Epoch 110/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 348ms/epoch - 1ms/step
## Epoch 111/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 352ms/epoch - 1ms/step
## Epoch 112/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 347ms/epoch - 1ms/step
## Epoch 113/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 347ms/epoch - 1ms/step
## Epoch 114/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 359ms/epoch - 1ms/step
## Epoch 115/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 355ms/epoch - 1ms/step
## Epoch 116/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 348ms/epoch - 1ms/step
## Epoch 117/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 352ms/epoch - 1ms/step
## Epoch 118/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 353ms/epoch - 1ms/step
## Epoch 119/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 353ms/epoch - 1ms/step
## Epoch 120/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 357ms/epoch - 1ms/step
## Epoch 121/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 349ms/epoch - 1ms/step
## Epoch 122/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 352ms/epoch - 1ms/step
## Epoch 123/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 354ms/epoch - 1ms/step
## Epoch 124/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 353ms/epoch - 1ms/step
## Epoch 125/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 353ms/epoch - 1ms/step
## Epoch 126/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 352ms/epoch - 1ms/step
## Epoch 127/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 349ms/epoch - 1ms/step
## Epoch 128/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 348ms/epoch - 1ms/step
## Epoch 129/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 348ms/epoch - 1ms/step
## Epoch 130/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 354ms/epoch - 1ms/step
## Epoch 131/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 355ms/epoch - 1ms/step
## Epoch 132/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 349ms/epoch - 1ms/step
## Epoch 133/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 351ms/epoch - 1ms/step
## Epoch 134/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 355ms/epoch - 1ms/step
## Epoch 135/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 361ms/epoch - 1ms/step
## Epoch 136/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 357ms/epoch - 1ms/step
## Epoch 137/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 357ms/epoch - 1ms/step
## Epoch 138/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 351ms/epoch - 1ms/step
## Epoch 139/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 350ms/epoch - 1ms/step
## Epoch 140/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 354ms/epoch - 1ms/step
## Epoch 141/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 358ms/epoch - 1ms/step
## Epoch 142/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 351ms/epoch - 1ms/step
## Epoch 143/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 353ms/epoch - 1ms/step
## Epoch 144/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 358ms/epoch - 1ms/step
## Epoch 145/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 354ms/epoch - 1ms/step
## Epoch 146/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 350ms/epoch - 1ms/step
## Epoch 147/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 349ms/epoch - 1ms/step
## Epoch 148/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 384ms/epoch - 2ms/step
## Epoch 149/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 357ms/epoch - 1ms/step
## Epoch 150/150
## 243/243 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 362ms/epoch - 1ms/step
## Epoch 1/200
## 243/243 - 1s - loss: 0.0011 - mean_absolute_error: 0.0209 - val_loss: 5.9601e-04 - val_mean_absolute_error: 0.0148 - 1s/epoch - 4ms/step
## Epoch 2/200
## 243/243 - 0s - loss: 5.4728e-04 - mean_absolute_error: 0.0150 - val_loss: 5.2755e-04 - val_mean_absolute_error: 0.0121 - 365ms/epoch - 2ms/step
## Epoch 3/200
## 243/243 - 0s - loss: 4.5442e-04 - mean_absolute_error: 0.0136 - val_loss: 4.8934e-04 - val_mean_absolute_error: 0.0123 - 359ms/epoch - 1ms/step
## Epoch 4/200
## 243/243 - 0s - loss: 4.1511e-04 - mean_absolute_error: 0.0129 - val_loss: 6.5524e-04 - val_mean_absolute_error: 0.0138 - 365ms/epoch - 2ms/step
## Epoch 5/200
## 243/243 - 0s - loss: 3.6409e-04 - mean_absolute_error: 0.0123 - val_loss: 4.6121e-04 - val_mean_absolute_error: 0.0116 - 376ms/epoch - 2ms/step
## Epoch 6/200
## 243/243 - 0s - loss: 3.5192e-04 - mean_absolute_error: 0.0121 - val_loss: 4.5878e-04 - val_mean_absolute_error: 0.0111 - 360ms/epoch - 1ms/step
## Epoch 7/200
## 243/243 - 0s - loss: 3.3382e-04 - mean_absolute_error: 0.0118 - val_loss: 4.6562e-04 - val_mean_absolute_error: 0.0120 - 362ms/epoch - 1ms/step
## Epoch 8/200
## 243/243 - 0s - loss: 3.1233e-04 - mean_absolute_error: 0.0114 - val_loss: 4.1408e-04 - val_mean_absolute_error: 0.0109 - 357ms/epoch - 1ms/step
## Epoch 9/200
## 243/243 - 0s - loss: 2.9674e-04 - mean_absolute_error: 0.0112 - val_loss: 3.9604e-04 - val_mean_absolute_error: 0.0106 - 362ms/epoch - 1ms/step
## Epoch 10/200
## 243/243 - 0s - loss: 2.9829e-04 - mean_absolute_error: 0.0112 - val_loss: 4.2538e-04 - val_mean_absolute_error: 0.0109 - 359ms/epoch - 1ms/step
## Epoch 11/200
## 243/243 - 0s - loss: 2.9102e-04 - mean_absolute_error: 0.0110 - val_loss: 4.0507e-04 - val_mean_absolute_error: 0.0108 - 363ms/epoch - 1ms/step
## Epoch 12/200
## 243/243 - 0s - loss: 2.7693e-04 - mean_absolute_error: 0.0108 - val_loss: 3.9676e-04 - val_mean_absolute_error: 0.0109 - 358ms/epoch - 1ms/step
## Epoch 13/200
## 243/243 - 0s - loss: 2.6668e-04 - mean_absolute_error: 0.0107 - val_loss: 4.1583e-04 - val_mean_absolute_error: 0.0107 - 348ms/epoch - 1ms/step
## Epoch 14/200
## 243/243 - 0s - loss: 2.4474e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9769e-04 - val_mean_absolute_error: 0.0112 - 352ms/epoch - 1ms/step
## Epoch 15/200
## 243/243 - 0s - loss: 2.4507e-04 - mean_absolute_error: 0.0103 - val_loss: 4.1877e-04 - val_mean_absolute_error: 0.0105 - 352ms/epoch - 1ms/step
## Epoch 16/200
## 243/243 - 0s - loss: 2.4309e-04 - mean_absolute_error: 0.0102 - val_loss: 4.8071e-04 - val_mean_absolute_error: 0.0112 - 349ms/epoch - 1ms/step
## Epoch 17/200
## 243/243 - 0s - loss: 2.5782e-04 - mean_absolute_error: 0.0105 - val_loss: 4.5428e-04 - val_mean_absolute_error: 0.0104 - 353ms/epoch - 1ms/step
## Epoch 18/200
## 243/243 - 0s - loss: 2.3937e-04 - mean_absolute_error: 0.0101 - val_loss: 4.1168e-04 - val_mean_absolute_error: 0.0105 - 355ms/epoch - 1ms/step
## Epoch 19/200
## 243/243 - 0s - loss: 2.3231e-04 - mean_absolute_error: 0.0100 - val_loss: 4.3145e-04 - val_mean_absolute_error: 0.0107 - 352ms/epoch - 1ms/step
## Epoch 20/200
## 243/243 - 0s - loss: 2.2705e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8784e-04 - val_mean_absolute_error: 0.0102 - 358ms/epoch - 1ms/step
## Epoch 21/200
## 243/243 - 0s - loss: 2.1595e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0336e-04 - val_mean_absolute_error: 0.0122 - 359ms/epoch - 1ms/step
## Epoch 22/200
## 243/243 - 0s - loss: 2.1159e-04 - mean_absolute_error: 0.0097 - val_loss: 3.6541e-04 - val_mean_absolute_error: 0.0104 - 357ms/epoch - 1ms/step
## Epoch 23/200
## 243/243 - 0s - loss: 2.1430e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8273e-04 - val_mean_absolute_error: 0.0102 - 355ms/epoch - 1ms/step
## Epoch 24/200
## 243/243 - 0s - loss: 2.1726e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0930e-04 - val_mean_absolute_error: 0.0105 - 364ms/epoch - 1ms/step
## Epoch 25/200
## 243/243 - 0s - loss: 2.0859e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5593e-04 - val_mean_absolute_error: 0.0106 - 358ms/epoch - 1ms/step
## Epoch 26/200
## 243/243 - 0s - loss: 2.1246e-04 - mean_absolute_error: 0.0097 - val_loss: 4.1558e-04 - val_mean_absolute_error: 0.0116 - 354ms/epoch - 1ms/step
## Epoch 27/200
## 243/243 - 0s - loss: 2.0143e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8059e-04 - val_mean_absolute_error: 0.0101 - 356ms/epoch - 1ms/step
## Epoch 28/200
## 243/243 - 0s - loss: 2.0401e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7176e-04 - val_mean_absolute_error: 0.0102 - 370ms/epoch - 2ms/step
## Epoch 29/200
## 243/243 - 0s - loss: 1.9459e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7741e-04 - val_mean_absolute_error: 0.0106 - 360ms/epoch - 1ms/step
## Epoch 30/200
## 243/243 - 0s - loss: 2.0842e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7692e-04 - val_mean_absolute_error: 0.0106 - 361ms/epoch - 1ms/step
## Epoch 31/200
## 243/243 - 0s - loss: 2.0243e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7914e-04 - val_mean_absolute_error: 0.0110 - 363ms/epoch - 1ms/step
## Epoch 32/200
## 243/243 - 0s - loss: 1.8049e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8864e-04 - val_mean_absolute_error: 0.0102 - 357ms/epoch - 1ms/step
## Epoch 33/200
## 243/243 - 0s - loss: 1.8851e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7901e-04 - val_mean_absolute_error: 0.0103 - 371ms/epoch - 2ms/step
## Epoch 34/200
## 243/243 - 0s - loss: 1.8915e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6549e-04 - val_mean_absolute_error: 0.0101 - 361ms/epoch - 1ms/step
## Epoch 35/200
## 243/243 - 0s - loss: 1.8783e-04 - mean_absolute_error: 0.0093 - val_loss: 3.5171e-04 - val_mean_absolute_error: 0.0099 - 356ms/epoch - 1ms/step
## Epoch 36/200
## 243/243 - 0s - loss: 1.7915e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5105e-04 - val_mean_absolute_error: 0.0100 - 355ms/epoch - 1ms/step
## Epoch 37/200
## 243/243 - 0s - loss: 1.9039e-04 - mean_absolute_error: 0.0093 - val_loss: 3.5958e-04 - val_mean_absolute_error: 0.0101 - 360ms/epoch - 1ms/step
## Epoch 38/200
## 243/243 - 0s - loss: 1.8034e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5925e-04 - val_mean_absolute_error: 0.0101 - 374ms/epoch - 2ms/step
## Epoch 39/200
## 243/243 - 0s - loss: 1.7306e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1102e-04 - val_mean_absolute_error: 0.0101 - 364ms/epoch - 1ms/step
## Epoch 40/200
## 243/243 - 0s - loss: 1.8044e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0725e-04 - val_mean_absolute_error: 0.0118 - 359ms/epoch - 1ms/step
## Epoch 41/200
## 243/243 - 0s - loss: 1.7389e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9884e-04 - val_mean_absolute_error: 0.0100 - 362ms/epoch - 1ms/step
## Epoch 42/200
## 243/243 - 0s - loss: 1.6728e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9435e-04 - val_mean_absolute_error: 0.0113 - 377ms/epoch - 2ms/step
## Epoch 43/200
## 243/243 - 0s - loss: 1.7637e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7166e-04 - val_mean_absolute_error: 0.0102 - 365ms/epoch - 2ms/step
## Epoch 44/200
## 243/243 - 0s - loss: 1.7616e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9610e-04 - val_mean_absolute_error: 0.0113 - 373ms/epoch - 2ms/step
## Epoch 45/200
## 243/243 - 0s - loss: 1.6095e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7882e-04 - val_mean_absolute_error: 0.0106 - 354ms/epoch - 1ms/step
## Epoch 46/200
## 243/243 - 0s - loss: 1.7101e-04 - mean_absolute_error: 0.0089 - val_loss: 4.1796e-04 - val_mean_absolute_error: 0.0112 - 349ms/epoch - 1ms/step
## Epoch 47/200
## 243/243 - 0s - loss: 1.7308e-04 - mean_absolute_error: 0.0088 - val_loss: 3.5616e-04 - val_mean_absolute_error: 0.0099 - 356ms/epoch - 1ms/step
## Epoch 48/200
## 243/243 - 0s - loss: 1.6068e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7854e-04 - val_mean_absolute_error: 0.0110 - 357ms/epoch - 1ms/step
## Epoch 49/200
## 243/243 - 0s - loss: 1.5875e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0460e-04 - val_mean_absolute_error: 0.0103 - 355ms/epoch - 1ms/step
## Epoch 50/200
## 243/243 - 0s - loss: 1.7083e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3091e-04 - val_mean_absolute_error: 0.0109 - 369ms/epoch - 2ms/step
## Epoch 51/200
## 243/243 - 0s - loss: 1.6054e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7600e-04 - val_mean_absolute_error: 0.0100 - 359ms/epoch - 1ms/step
## Epoch 52/200
## 243/243 - 0s - loss: 1.6033e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8697e-04 - val_mean_absolute_error: 0.0100 - 353ms/epoch - 1ms/step
## Epoch 53/200
## 243/243 - 0s - loss: 1.5135e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8726e-04 - val_mean_absolute_error: 0.0104 - 367ms/epoch - 2ms/step
## Epoch 54/200
## 243/243 - 0s - loss: 1.6032e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2332e-04 - val_mean_absolute_error: 0.0123 - 353ms/epoch - 1ms/step
## Epoch 55/200
## 243/243 - 0s - loss: 1.7350e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7771e-04 - val_mean_absolute_error: 0.0102 - 350ms/epoch - 1ms/step
## Epoch 56/200
## 243/243 - 0s - loss: 1.4867e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2119e-04 - val_mean_absolute_error: 0.0102 - 354ms/epoch - 1ms/step
## Epoch 57/200
## 243/243 - 0s - loss: 1.4899e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9264e-04 - val_mean_absolute_error: 0.0106 - 356ms/epoch - 1ms/step
## Epoch 58/200
## 243/243 - 0s - loss: 1.5755e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0520e-04 - val_mean_absolute_error: 0.0114 - 347ms/epoch - 1ms/step
## Epoch 59/200
## 243/243 - 0s - loss: 1.5050e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7976e-04 - val_mean_absolute_error: 0.0100 - 354ms/epoch - 1ms/step
## Epoch 60/200
## 243/243 - 0s - loss: 1.5564e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7888e-04 - val_mean_absolute_error: 0.0101 - 356ms/epoch - 1ms/step
## Epoch 61/200
## 243/243 - 0s - loss: 1.4940e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9550e-04 - val_mean_absolute_error: 0.0107 - 366ms/epoch - 2ms/step
## Epoch 62/200
## 243/243 - 0s - loss: 1.4965e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7627e-04 - val_mean_absolute_error: 0.0103 - 357ms/epoch - 1ms/step
## Epoch 63/200
## 243/243 - 0s - loss: 1.4242e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7585e-04 - val_mean_absolute_error: 0.0100 - 366ms/epoch - 2ms/step
## Epoch 64/200
## 243/243 - 0s - loss: 1.4479e-04 - mean_absolute_error: 0.0083 - val_loss: 4.7624e-04 - val_mean_absolute_error: 0.0110 - 372ms/epoch - 2ms/step
## Epoch 65/200
## 243/243 - 0s - loss: 1.5200e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9561e-04 - val_mean_absolute_error: 0.0109 - 376ms/epoch - 2ms/step
## Epoch 66/200
## 243/243 - 0s - loss: 1.4204e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7692e-04 - val_mean_absolute_error: 0.0101 - 372ms/epoch - 2ms/step
## Epoch 67/200
## 243/243 - 0s - loss: 1.4908e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1736e-04 - val_mean_absolute_error: 0.0110 - 358ms/epoch - 1ms/step
## Epoch 68/200
## 243/243 - 0s - loss: 1.4271e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3009e-04 - val_mean_absolute_error: 0.0106 - 374ms/epoch - 2ms/step
## Epoch 69/200
## 243/243 - 0s - loss: 1.4670e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0531e-04 - val_mean_absolute_error: 0.0104 - 360ms/epoch - 1ms/step
## Epoch 70/200
## 243/243 - 0s - loss: 1.4541e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2225e-04 - val_mean_absolute_error: 0.0105 - 365ms/epoch - 2ms/step
## Epoch 71/200
## 243/243 - 0s - loss: 1.4859e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9185e-04 - val_mean_absolute_error: 0.0107 - 361ms/epoch - 1ms/step
## Epoch 72/200
## 243/243 - 0s - loss: 1.4063e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0634e-04 - val_mean_absolute_error: 0.0104 - 363ms/epoch - 1ms/step
## Epoch 73/200
## 243/243 - 0s - loss: 1.9380e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8031e-04 - val_mean_absolute_error: 0.0101 - 410ms/epoch - 2ms/step
## Epoch 74/200
## 243/243 - 0s - loss: 1.3649e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0345e-04 - val_mean_absolute_error: 0.0109 - 358ms/epoch - 1ms/step
## Epoch 75/200
## 243/243 - 0s - loss: 1.3664e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9533e-04 - val_mean_absolute_error: 0.0105 - 358ms/epoch - 1ms/step
## Epoch 76/200
## 243/243 - 0s - loss: 1.4149e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0388e-04 - val_mean_absolute_error: 0.0118 - 408ms/epoch - 2ms/step
## Epoch 77/200
## 243/243 - 0s - loss: 1.4368e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8237e-04 - val_mean_absolute_error: 0.0100 - 362ms/epoch - 1ms/step
## Epoch 78/200
## 243/243 - 0s - loss: 1.3257e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8739e-04 - val_mean_absolute_error: 0.0116 - 359ms/epoch - 1ms/step
## Epoch 79/200
## 243/243 - 0s - loss: 1.3366e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8272e-04 - val_mean_absolute_error: 0.0101 - 363ms/epoch - 1ms/step
## Epoch 80/200
## 243/243 - 0s - loss: 1.3646e-04 - mean_absolute_error: 0.0080 - val_loss: 4.8432e-04 - val_mean_absolute_error: 0.0110 - 359ms/epoch - 1ms/step
## Epoch 81/200
## 243/243 - 0s - loss: 1.3099e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9323e-04 - val_mean_absolute_error: 0.0107 - 361ms/epoch - 1ms/step
## Epoch 82/200
## 243/243 - 0s - loss: 1.2621e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8321e-04 - val_mean_absolute_error: 0.0103 - 363ms/epoch - 1ms/step
## Epoch 83/200
## 243/243 - 0s - loss: 1.4599e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9616e-04 - val_mean_absolute_error: 0.0104 - 366ms/epoch - 2ms/step
## Epoch 84/200
## 243/243 - 0s - loss: 1.3942e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1527e-04 - val_mean_absolute_error: 0.0113 - 356ms/epoch - 1ms/step
## Epoch 85/200
## 243/243 - 0s - loss: 1.3346e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8465e-04 - val_mean_absolute_error: 0.0099 - 358ms/epoch - 1ms/step
## Epoch 86/200
## 243/243 - 0s - loss: 1.2636e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2232e-04 - val_mean_absolute_error: 0.0101 - 364ms/epoch - 1ms/step
## Epoch 87/200
## 243/243 - 0s - loss: 1.3826e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8333e-04 - val_mean_absolute_error: 0.0101 - 365ms/epoch - 2ms/step
## Epoch 88/200
## 243/243 - 0s - loss: 1.3366e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9084e-04 - val_mean_absolute_error: 0.0105 - 367ms/epoch - 2ms/step
## Epoch 89/200
## 243/243 - 0s - loss: 1.3361e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2099e-04 - val_mean_absolute_error: 0.0109 - 389ms/epoch - 2ms/step
## Epoch 90/200
## 243/243 - 0s - loss: 1.3397e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1403e-04 - val_mean_absolute_error: 0.0104 - 366ms/epoch - 2ms/step
## Epoch 91/200
## 243/243 - 0s - loss: 1.2969e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7852e-04 - val_mean_absolute_error: 0.0099 - 359ms/epoch - 1ms/step
## Epoch 92/200
## 243/243 - 0s - loss: 1.2809e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2942e-04 - val_mean_absolute_error: 0.0113 - 354ms/epoch - 1ms/step
## Epoch 93/200
## 243/243 - 0s - loss: 1.2874e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0537e-04 - val_mean_absolute_error: 0.0110 - 356ms/epoch - 1ms/step
## Epoch 94/200
## 243/243 - 0s - loss: 1.2910e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2811e-04 - val_mean_absolute_error: 0.0121 - 357ms/epoch - 1ms/step
## Epoch 95/200
## 243/243 - 0s - loss: 1.2768e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8894e-04 - val_mean_absolute_error: 0.0104 - 359ms/epoch - 1ms/step
## Epoch 96/200
## 243/243 - 0s - loss: 1.2494e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1591e-04 - val_mean_absolute_error: 0.0108 - 353ms/epoch - 1ms/step
## Epoch 97/200
## 243/243 - 0s - loss: 1.3214e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9139e-04 - val_mean_absolute_error: 0.0103 - 356ms/epoch - 1ms/step
## Epoch 98/200
## 243/243 - 0s - loss: 1.2842e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9359e-04 - val_mean_absolute_error: 0.0101 - 362ms/epoch - 1ms/step
## Epoch 99/200
## 243/243 - 0s - loss: 1.2236e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9761e-04 - val_mean_absolute_error: 0.0111 - 372ms/epoch - 2ms/step
## Epoch 100/200
## 243/243 - 0s - loss: 1.2695e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1847e-04 - val_mean_absolute_error: 0.0103 - 358ms/epoch - 1ms/step
## Epoch 101/200
## 243/243 - 0s - loss: 1.1714e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1402e-04 - val_mean_absolute_error: 0.0113 - 348ms/epoch - 1ms/step
## Epoch 102/200
## 243/243 - 0s - loss: 1.2609e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9367e-04 - val_mean_absolute_error: 0.0107 - 360ms/epoch - 1ms/step
## Epoch 103/200
## 243/243 - 0s - loss: 1.3891e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3898e-04 - val_mean_absolute_error: 0.0112 - 355ms/epoch - 1ms/step
## Epoch 104/200
## 243/243 - 0s - loss: 1.2364e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2457e-04 - val_mean_absolute_error: 0.0110 - 367ms/epoch - 2ms/step
## Epoch 105/200
## 243/243 - 0s - loss: 1.2303e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1446e-04 - val_mean_absolute_error: 0.0107 - 357ms/epoch - 1ms/step
## Epoch 106/200
## 243/243 - 0s - loss: 1.2257e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2127e-04 - val_mean_absolute_error: 0.0109 - 412ms/epoch - 2ms/step
## Epoch 107/200
## 243/243 - 0s - loss: 1.3508e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3778e-04 - val_mean_absolute_error: 0.0112 - 393ms/epoch - 2ms/step
## Epoch 108/200
## 243/243 - 0s - loss: 1.2455e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0623e-04 - val_mean_absolute_error: 0.0104 - 403ms/epoch - 2ms/step
## Epoch 109/200
## 243/243 - 0s - loss: 1.1712e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4573e-04 - val_mean_absolute_error: 0.0112 - 362ms/epoch - 1ms/step
## Epoch 110/200
## 243/243 - 0s - loss: 1.2920e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4594e-04 - val_mean_absolute_error: 0.0107 - 359ms/epoch - 1ms/step
## Epoch 111/200
## 243/243 - 0s - loss: 1.2884e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3852e-04 - val_mean_absolute_error: 0.0111 - 415ms/epoch - 2ms/step
## Epoch 112/200
## 243/243 - 0s - loss: 1.1838e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9829e-04 - val_mean_absolute_error: 0.0102 - 359ms/epoch - 1ms/step
## Epoch 113/200
## 243/243 - 0s - loss: 1.1492e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0964e-04 - val_mean_absolute_error: 0.0111 - 354ms/epoch - 1ms/step
## Epoch 114/200
## 243/243 - 0s - loss: 1.1564e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4856e-04 - val_mean_absolute_error: 0.0125 - 359ms/epoch - 1ms/step
## Epoch 115/200
## 243/243 - 0s - loss: 1.1653e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3424e-04 - val_mean_absolute_error: 0.0118 - 365ms/epoch - 2ms/step
## Epoch 116/200
## 243/243 - 0s - loss: 1.1411e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8035e-04 - val_mean_absolute_error: 0.0102 - 359ms/epoch - 1ms/step
## Epoch 117/200
## 243/243 - 0s - loss: 1.1697e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8703e-04 - val_mean_absolute_error: 0.0109 - 366ms/epoch - 2ms/step
## Epoch 118/200
## 243/243 - 0s - loss: 1.2054e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1528e-04 - val_mean_absolute_error: 0.0114 - 407ms/epoch - 2ms/step
## Epoch 119/200
## 243/243 - 0s - loss: 1.1436e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9531e-04 - val_mean_absolute_error: 0.0099 - 360ms/epoch - 1ms/step
## Epoch 120/200
## 243/243 - 0s - loss: 1.1551e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1285e-04 - val_mean_absolute_error: 0.0112 - 364ms/epoch - 1ms/step
## Epoch 121/200
## 243/243 - 0s - loss: 1.3374e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1059e-04 - val_mean_absolute_error: 0.0110 - 365ms/epoch - 2ms/step
## Epoch 122/200
## 243/243 - 0s - loss: 1.1407e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9597e-04 - val_mean_absolute_error: 0.0109 - 402ms/epoch - 2ms/step
## Epoch 123/200
## 243/243 - 0s - loss: 1.1810e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9598e-04 - val_mean_absolute_error: 0.0103 - 359ms/epoch - 1ms/step
## Epoch 124/200
## 243/243 - 0s - loss: 1.2041e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3806e-04 - val_mean_absolute_error: 0.0127 - 363ms/epoch - 1ms/step
## Epoch 125/200
## 243/243 - 0s - loss: 1.1501e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0085e-04 - val_mean_absolute_error: 0.0113 - 361ms/epoch - 1ms/step
## Epoch 126/200
## 243/243 - 0s - loss: 1.1640e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3367e-04 - val_mean_absolute_error: 0.0131 - 356ms/epoch - 1ms/step
## Epoch 127/200
## 243/243 - 0s - loss: 1.2204e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8377e-04 - val_mean_absolute_error: 0.0106 - 355ms/epoch - 1ms/step
## Epoch 128/200
## 243/243 - 0s - loss: 1.1501e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9836e-04 - val_mean_absolute_error: 0.0105 - 359ms/epoch - 1ms/step
## Epoch 129/200
## 243/243 - 0s - loss: 1.1459e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1430e-04 - val_mean_absolute_error: 0.0114 - 355ms/epoch - 1ms/step
## Epoch 130/200
## 243/243 - 0s - loss: 1.1094e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2089e-04 - val_mean_absolute_error: 0.0111 - 357ms/epoch - 1ms/step
## Epoch 131/200
## 243/243 - 0s - loss: 1.1519e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3041e-04 - val_mean_absolute_error: 0.0106 - 364ms/epoch - 1ms/step
## Epoch 132/200
## 243/243 - 0s - loss: 1.0885e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0978e-04 - val_mean_absolute_error: 0.0116 - 354ms/epoch - 1ms/step
## Epoch 133/200
## 243/243 - 0s - loss: 1.1754e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9250e-04 - val_mean_absolute_error: 0.0105 - 369ms/epoch - 2ms/step
## Epoch 134/200
## 243/243 - 0s - loss: 1.0748e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2111e-04 - val_mean_absolute_error: 0.0114 - 356ms/epoch - 1ms/step
## Epoch 135/200
## 243/243 - 0s - loss: 1.0829e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2188e-04 - val_mean_absolute_error: 0.0102 - 361ms/epoch - 1ms/step
## Epoch 136/200
## 243/243 - 0s - loss: 1.1263e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1392e-04 - val_mean_absolute_error: 0.0113 - 358ms/epoch - 1ms/step
## Epoch 137/200
## 243/243 - 0s - loss: 1.1057e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4318e-04 - val_mean_absolute_error: 0.0126 - 357ms/epoch - 1ms/step
## Epoch 138/200
## 243/243 - 0s - loss: 1.1378e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2774e-04 - val_mean_absolute_error: 0.0111 - 352ms/epoch - 1ms/step
## Epoch 139/200
## 243/243 - 0s - loss: 1.1297e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2563e-04 - val_mean_absolute_error: 0.0117 - 362ms/epoch - 1ms/step
## Epoch 140/200
## 243/243 - 0s - loss: 1.0921e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3154e-04 - val_mean_absolute_error: 0.0117 - 364ms/epoch - 1ms/step
## Epoch 141/200
## 243/243 - 0s - loss: 1.1445e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2816e-04 - val_mean_absolute_error: 0.0113 - 358ms/epoch - 1ms/step
## Epoch 142/200
## 243/243 - 0s - loss: 1.0430e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4636e-04 - val_mean_absolute_error: 0.0123 - 355ms/epoch - 1ms/step
## Epoch 143/200
## 243/243 - 0s - loss: 1.1353e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2666e-04 - val_mean_absolute_error: 0.0108 - 362ms/epoch - 1ms/step
## Epoch 144/200
## 243/243 - 0s - loss: 1.1189e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9997e-04 - val_mean_absolute_error: 0.0107 - 354ms/epoch - 1ms/step
## Epoch 145/200
## 243/243 - 0s - loss: 1.2003e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9871e-04 - val_mean_absolute_error: 0.0101 - 360ms/epoch - 1ms/step
## Epoch 146/200
## 243/243 - 0s - loss: 1.0637e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0121e-04 - val_mean_absolute_error: 0.0109 - 364ms/epoch - 1ms/step
## Epoch 147/200
## 243/243 - 0s - loss: 1.0963e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0023e-04 - val_mean_absolute_error: 0.0104 - 366ms/epoch - 2ms/step
## Epoch 148/200
## 243/243 - 0s - loss: 1.1144e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1282e-04 - val_mean_absolute_error: 0.0105 - 364ms/epoch - 1ms/step
## Epoch 149/200
## 243/243 - 0s - loss: 1.1915e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0093e-04 - val_mean_absolute_error: 0.0109 - 357ms/epoch - 1ms/step
## Epoch 150/200
## 243/243 - 0s - loss: 1.0643e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4239e-04 - val_mean_absolute_error: 0.0120 - 365ms/epoch - 2ms/step
## Epoch 151/200
## 243/243 - 0s - loss: 1.0733e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2206e-04 - val_mean_absolute_error: 0.0113 - 353ms/epoch - 1ms/step
## Epoch 152/200
## 243/243 - 0s - loss: 1.1337e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1861e-04 - val_mean_absolute_error: 0.0109 - 362ms/epoch - 1ms/step
## Epoch 153/200
## 243/243 - 0s - loss: 1.0355e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1657e-04 - val_mean_absolute_error: 0.0119 - 354ms/epoch - 1ms/step
## Epoch 154/200
## 243/243 - 0s - loss: 1.0102e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2269e-04 - val_mean_absolute_error: 0.0107 - 356ms/epoch - 1ms/step
## Epoch 155/200
## 243/243 - 0s - loss: 1.0951e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1191e-04 - val_mean_absolute_error: 0.0108 - 354ms/epoch - 1ms/step
## Epoch 156/200
## 243/243 - 0s - loss: 1.0080e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6169e-04 - val_mean_absolute_error: 0.0119 - 354ms/epoch - 1ms/step
## Epoch 157/200
## 243/243 - 0s - loss: 1.0968e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0033e-04 - val_mean_absolute_error: 0.0104 - 352ms/epoch - 1ms/step
## Epoch 158/200
## 243/243 - 0s - loss: 1.0534e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1616e-04 - val_mean_absolute_error: 0.0115 - 352ms/epoch - 1ms/step
## Epoch 159/200
## 243/243 - 0s - loss: 1.0614e-04 - mean_absolute_error: 0.0072 - val_loss: 3.8971e-04 - val_mean_absolute_error: 0.0108 - 358ms/epoch - 1ms/step
## Epoch 160/200
## 243/243 - 0s - loss: 1.1341e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3031e-04 - val_mean_absolute_error: 0.0112 - 351ms/epoch - 1ms/step
## Epoch 161/200
## 243/243 - 0s - loss: 1.0827e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4112e-04 - val_mean_absolute_error: 0.0107 - 370ms/epoch - 2ms/step
## Epoch 162/200
## 243/243 - 0s - loss: 1.0605e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1360e-04 - val_mean_absolute_error: 0.0112 - 370ms/epoch - 2ms/step
## Epoch 163/200
## 243/243 - 0s - loss: 1.0519e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3982e-04 - val_mean_absolute_error: 0.0114 - 362ms/epoch - 1ms/step
## Epoch 164/200
## 243/243 - 0s - loss: 1.0954e-04 - mean_absolute_error: 0.0073 - val_loss: 5.0154e-04 - val_mean_absolute_error: 0.0133 - 357ms/epoch - 1ms/step
## Epoch 165/200
## 243/243 - 0s - loss: 1.0151e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2093e-04 - val_mean_absolute_error: 0.0107 - 356ms/epoch - 1ms/step
## Epoch 166/200
## 243/243 - 0s - loss: 1.0783e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9004e-04 - val_mean_absolute_error: 0.0106 - 353ms/epoch - 1ms/step
## Epoch 167/200
## 243/243 - 0s - loss: 1.0185e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6613e-04 - val_mean_absolute_error: 0.0129 - 359ms/epoch - 1ms/step
## Epoch 168/200
## 243/243 - 0s - loss: 1.1033e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0234e-04 - val_mean_absolute_error: 0.0104 - 352ms/epoch - 1ms/step
## Epoch 169/200
## 243/243 - 0s - loss: 1.0059e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9924e-04 - val_mean_absolute_error: 0.0109 - 350ms/epoch - 1ms/step
## Epoch 170/200
## 243/243 - 0s - loss: 1.0221e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9848e-04 - val_mean_absolute_error: 0.0112 - 357ms/epoch - 1ms/step
## Epoch 171/200
## 243/243 - 0s - loss: 1.0766e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4870e-04 - val_mean_absolute_error: 0.0112 - 418ms/epoch - 2ms/step
## Epoch 172/200
## 243/243 - 0s - loss: 1.0582e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0655e-04 - val_mean_absolute_error: 0.0108 - 359ms/epoch - 1ms/step
## Epoch 173/200
## 243/243 - 0s - loss: 1.0305e-04 - mean_absolute_error: 0.0072 - val_loss: 3.7585e-04 - val_mean_absolute_error: 0.0102 - 358ms/epoch - 1ms/step
## Epoch 174/200
## 243/243 - 0s - loss: 1.0774e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1070e-04 - val_mean_absolute_error: 0.0110 - 356ms/epoch - 1ms/step
## Epoch 175/200
## 243/243 - 0s - loss: 1.0271e-04 - mean_absolute_error: 0.0071 - val_loss: 3.7459e-04 - val_mean_absolute_error: 0.0104 - 361ms/epoch - 1ms/step
## Epoch 176/200
## 243/243 - 0s - loss: 9.8504e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0371e-04 - val_mean_absolute_error: 0.0109 - 353ms/epoch - 1ms/step
## Epoch 177/200
## 243/243 - 0s - loss: 9.7698e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9335e-04 - val_mean_absolute_error: 0.0107 - 355ms/epoch - 1ms/step
## Epoch 178/200
## 243/243 - 0s - loss: 1.0065e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3305e-04 - val_mean_absolute_error: 0.0118 - 373ms/epoch - 2ms/step
## Epoch 179/200
## 243/243 - 0s - loss: 9.9993e-05 - mean_absolute_error: 0.0071 - val_loss: 3.8187e-04 - val_mean_absolute_error: 0.0106 - 356ms/epoch - 1ms/step
## Epoch 180/200
## 243/243 - 0s - loss: 1.1256e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1008e-04 - val_mean_absolute_error: 0.0110 - 401ms/epoch - 2ms/step
## Epoch 181/200
## 243/243 - 0s - loss: 1.0667e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1930e-04 - val_mean_absolute_error: 0.0108 - 366ms/epoch - 2ms/step
## Epoch 182/200
## 243/243 - 0s - loss: 1.0205e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3540e-04 - val_mean_absolute_error: 0.0112 - 363ms/epoch - 1ms/step
## Epoch 183/200
## 243/243 - 0s - loss: 9.8102e-05 - mean_absolute_error: 0.0071 - val_loss: 4.2456e-04 - val_mean_absolute_error: 0.0115 - 361ms/epoch - 1ms/step
## Epoch 184/200
## 243/243 - 0s - loss: 1.0060e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9729e-04 - val_mean_absolute_error: 0.0109 - 355ms/epoch - 1ms/step
## Epoch 185/200
## 243/243 - 0s - loss: 1.0431e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2521e-04 - val_mean_absolute_error: 0.0113 - 365ms/epoch - 2ms/step
## Epoch 186/200
## 243/243 - 0s - loss: 1.0002e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1085e-04 - val_mean_absolute_error: 0.0104 - 358ms/epoch - 1ms/step
## Epoch 187/200
## 243/243 - 0s - loss: 1.0355e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9414e-04 - val_mean_absolute_error: 0.0109 - 358ms/epoch - 1ms/step
## Epoch 188/200
## 243/243 - 0s - loss: 1.0203e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3948e-04 - val_mean_absolute_error: 0.0118 - 355ms/epoch - 1ms/step
## Epoch 189/200
## 243/243 - 0s - loss: 9.7330e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0721e-04 - val_mean_absolute_error: 0.0110 - 367ms/epoch - 2ms/step
## Epoch 190/200
## 243/243 - 0s - loss: 9.1325e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3193e-04 - val_mean_absolute_error: 0.0115 - 359ms/epoch - 1ms/step
## Epoch 191/200
## 243/243 - 0s - loss: 1.0366e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0582e-04 - val_mean_absolute_error: 0.0107 - 369ms/epoch - 2ms/step
## Epoch 192/200
## 243/243 - 0s - loss: 1.0803e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3446e-04 - val_mean_absolute_error: 0.0111 - 367ms/epoch - 2ms/step
## Epoch 193/200
## 243/243 - 0s - loss: 1.0061e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0836e-04 - val_mean_absolute_error: 0.0105 - 361ms/epoch - 1ms/step
## Epoch 194/200
## 243/243 - 0s - loss: 1.0061e-04 - mean_absolute_error: 0.0070 - val_loss: 4.2278e-04 - val_mean_absolute_error: 0.0119 - 425ms/epoch - 2ms/step
## Epoch 195/200
## 243/243 - 0s - loss: 9.9548e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9783e-04 - val_mean_absolute_error: 0.0104 - 388ms/epoch - 2ms/step
## Epoch 196/200
## 243/243 - 0s - loss: 9.4646e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2218e-04 - val_mean_absolute_error: 0.0111 - 363ms/epoch - 1ms/step
## Epoch 197/200
## 243/243 - 0s - loss: 1.0182e-04 - mean_absolute_error: 0.0070 - val_loss: 4.0064e-04 - val_mean_absolute_error: 0.0110 - 369ms/epoch - 2ms/step
## Epoch 198/200
## 243/243 - 0s - loss: 9.6808e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2588e-04 - val_mean_absolute_error: 0.0120 - 400ms/epoch - 2ms/step
## Epoch 199/200
## 243/243 - 0s - loss: 9.7836e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1000e-04 - val_mean_absolute_error: 0.0104 - 351ms/epoch - 1ms/step
## Epoch 200/200
## 243/243 - 0s - loss: 9.4320e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2427e-04 - val_mean_absolute_error: 0.0117 - 361ms/epoch - 1ms/step
## Epoch 1/250
## 243/243 - 1s - loss: 0.0011 - mean_absolute_error: 0.0217 - val_loss: 6.1349e-04 - val_mean_absolute_error: 0.0134 - 1s/epoch - 4ms/step
## Epoch 2/250
## 243/243 - 0s - loss: 5.9606e-04 - mean_absolute_error: 0.0156 - val_loss: 6.1507e-04 - val_mean_absolute_error: 0.0167 - 408ms/epoch - 2ms/step
## Epoch 3/250
## 243/243 - 0s - loss: 6.3464e-04 - mean_absolute_error: 0.0163 - val_loss: 4.7899e-04 - val_mean_absolute_error: 0.0120 - 367ms/epoch - 2ms/step
## Epoch 4/250
## 243/243 - 0s - loss: 4.5010e-04 - mean_absolute_error: 0.0135 - val_loss: 6.6741e-04 - val_mean_absolute_error: 0.0131 - 360ms/epoch - 1ms/step
## Epoch 5/250
## 243/243 - 0s - loss: 4.0996e-04 - mean_absolute_error: 0.0130 - val_loss: 4.9419e-04 - val_mean_absolute_error: 0.0121 - 399ms/epoch - 2ms/step
## Epoch 6/250
## 243/243 - 0s - loss: 3.6391e-04 - mean_absolute_error: 0.0123 - val_loss: 5.0534e-04 - val_mean_absolute_error: 0.0118 - 368ms/epoch - 2ms/step
## Epoch 7/250
## 243/243 - 0s - loss: 3.6025e-04 - mean_absolute_error: 0.0121 - val_loss: 4.3965e-04 - val_mean_absolute_error: 0.0113 - 415ms/epoch - 2ms/step
## Epoch 8/250
## 243/243 - 0s - loss: 3.7040e-04 - mean_absolute_error: 0.0123 - val_loss: 4.9960e-04 - val_mean_absolute_error: 0.0125 - 361ms/epoch - 1ms/step
## Epoch 9/250
## 243/243 - 0s - loss: 3.2146e-04 - mean_absolute_error: 0.0115 - val_loss: 4.1286e-04 - val_mean_absolute_error: 0.0111 - 351ms/epoch - 1ms/step
## Epoch 10/250
## 243/243 - 0s - loss: 3.2546e-04 - mean_absolute_error: 0.0117 - val_loss: 4.9236e-04 - val_mean_absolute_error: 0.0118 - 431ms/epoch - 2ms/step
## Epoch 11/250
## 243/243 - 0s - loss: 2.8728e-04 - mean_absolute_error: 0.0112 - val_loss: 4.2001e-04 - val_mean_absolute_error: 0.0109 - 369ms/epoch - 2ms/step
## Epoch 12/250
## 243/243 - 0s - loss: 3.0702e-04 - mean_absolute_error: 0.0112 - val_loss: 4.2795e-04 - val_mean_absolute_error: 0.0110 - 361ms/epoch - 1ms/step
## Epoch 13/250
## 243/243 - 0s - loss: 2.8720e-04 - mean_absolute_error: 0.0111 - val_loss: 4.6512e-04 - val_mean_absolute_error: 0.0130 - 362ms/epoch - 1ms/step
## Epoch 14/250
## 243/243 - 0s - loss: 2.8443e-04 - mean_absolute_error: 0.0110 - val_loss: 3.9645e-04 - val_mean_absolute_error: 0.0106 - 359ms/epoch - 1ms/step
## Epoch 15/250
## 243/243 - 0s - loss: 2.7838e-04 - mean_absolute_error: 0.0107 - val_loss: 3.6558e-04 - val_mean_absolute_error: 0.0103 - 354ms/epoch - 1ms/step
## Epoch 16/250
## 243/243 - 0s - loss: 2.5263e-04 - mean_absolute_error: 0.0104 - val_loss: 4.4229e-04 - val_mean_absolute_error: 0.0106 - 359ms/epoch - 1ms/step
## Epoch 17/250
## 243/243 - 0s - loss: 2.6113e-04 - mean_absolute_error: 0.0106 - val_loss: 4.3840e-04 - val_mean_absolute_error: 0.0106 - 398ms/epoch - 2ms/step
## Epoch 18/250
## 243/243 - 0s - loss: 2.4744e-04 - mean_absolute_error: 0.0104 - val_loss: 4.2253e-04 - val_mean_absolute_error: 0.0109 - 358ms/epoch - 1ms/step
## Epoch 19/250
## 243/243 - 0s - loss: 2.3933e-04 - mean_absolute_error: 0.0103 - val_loss: 4.5215e-04 - val_mean_absolute_error: 0.0116 - 362ms/epoch - 1ms/step
## Epoch 20/250
## 243/243 - 0s - loss: 2.3593e-04 - mean_absolute_error: 0.0102 - val_loss: 4.7407e-04 - val_mean_absolute_error: 0.0112 - 363ms/epoch - 1ms/step
## Epoch 21/250
## 243/243 - 0s - loss: 2.2766e-04 - mean_absolute_error: 0.0101 - val_loss: 3.9154e-04 - val_mean_absolute_error: 0.0104 - 365ms/epoch - 2ms/step
## Epoch 22/250
## 243/243 - 0s - loss: 2.2114e-04 - mean_absolute_error: 0.0099 - val_loss: 5.1072e-04 - val_mean_absolute_error: 0.0137 - 364ms/epoch - 1ms/step
## Epoch 23/250
## 243/243 - 0s - loss: 2.2476e-04 - mean_absolute_error: 0.0100 - val_loss: 4.7709e-04 - val_mean_absolute_error: 0.0109 - 362ms/epoch - 1ms/step
## Epoch 24/250
## 243/243 - 0s - loss: 2.2719e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8544e-04 - val_mean_absolute_error: 0.0110 - 356ms/epoch - 1ms/step
## Epoch 25/250
## 243/243 - 0s - loss: 2.3184e-04 - mean_absolute_error: 0.0101 - val_loss: 3.7741e-04 - val_mean_absolute_error: 0.0110 - 403ms/epoch - 2ms/step
## Epoch 26/250
## 243/243 - 0s - loss: 2.3080e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8635e-04 - val_mean_absolute_error: 0.0103 - 361ms/epoch - 1ms/step
## Epoch 27/250
## 243/243 - 0s - loss: 2.0156e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2910e-04 - val_mean_absolute_error: 0.0105 - 358ms/epoch - 1ms/step
## Epoch 28/250
## 243/243 - 0s - loss: 2.0183e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2574e-04 - val_mean_absolute_error: 0.0103 - 359ms/epoch - 1ms/step
## Epoch 29/250
## 243/243 - 0s - loss: 2.0672e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8517e-04 - val_mean_absolute_error: 0.0103 - 355ms/epoch - 1ms/step
## Epoch 30/250
## 243/243 - 0s - loss: 2.0634e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9356e-04 - val_mean_absolute_error: 0.0114 - 359ms/epoch - 1ms/step
## Epoch 31/250
## 243/243 - 0s - loss: 2.1374e-04 - mean_absolute_error: 0.0097 - val_loss: 4.0657e-04 - val_mean_absolute_error: 0.0105 - 357ms/epoch - 1ms/step
## Epoch 32/250
## 243/243 - 0s - loss: 1.9588e-04 - mean_absolute_error: 0.0095 - val_loss: 4.2480e-04 - val_mean_absolute_error: 0.0124 - 360ms/epoch - 1ms/step
## Epoch 33/250
## 243/243 - 0s - loss: 1.9224e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0123e-04 - val_mean_absolute_error: 0.0106 - 353ms/epoch - 1ms/step
## Epoch 34/250
## 243/243 - 0s - loss: 1.9836e-04 - mean_absolute_error: 0.0094 - val_loss: 4.7691e-04 - val_mean_absolute_error: 0.0134 - 353ms/epoch - 1ms/step
## Epoch 35/250
## 243/243 - 0s - loss: 2.0505e-04 - mean_absolute_error: 0.0096 - val_loss: 4.3198e-04 - val_mean_absolute_error: 0.0103 - 352ms/epoch - 1ms/step
## Epoch 36/250
## 243/243 - 0s - loss: 1.8760e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2731e-04 - val_mean_absolute_error: 0.0121 - 363ms/epoch - 1ms/step
## Epoch 37/250
## 243/243 - 0s - loss: 1.9644e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7857e-04 - val_mean_absolute_error: 0.0107 - 354ms/epoch - 1ms/step
## Epoch 38/250
## 243/243 - 0s - loss: 1.8160e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0174e-04 - val_mean_absolute_error: 0.0106 - 454ms/epoch - 2ms/step
## Epoch 39/250
## 243/243 - 0s - loss: 1.8631e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0512e-04 - val_mean_absolute_error: 0.0113 - 397ms/epoch - 2ms/step
## Epoch 40/250
## 243/243 - 0s - loss: 1.8351e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1670e-04 - val_mean_absolute_error: 0.0115 - 360ms/epoch - 1ms/step
## Epoch 41/250
## 243/243 - 0s - loss: 1.7552e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1930e-04 - val_mean_absolute_error: 0.0111 - 365ms/epoch - 2ms/step
## Epoch 42/250
## 243/243 - 0s - loss: 1.8500e-04 - mean_absolute_error: 0.0091 - val_loss: 4.8279e-04 - val_mean_absolute_error: 0.0116 - 409ms/epoch - 2ms/step
## Epoch 43/250
## 243/243 - 0s - loss: 1.7486e-04 - mean_absolute_error: 0.0090 - val_loss: 4.7175e-04 - val_mean_absolute_error: 0.0138 - 369ms/epoch - 2ms/step
## Epoch 44/250
## 243/243 - 0s - loss: 1.7722e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2825e-04 - val_mean_absolute_error: 0.0116 - 367ms/epoch - 2ms/step
## Epoch 45/250
## 243/243 - 0s - loss: 1.7557e-04 - mean_absolute_error: 0.0090 - val_loss: 4.5642e-04 - val_mean_absolute_error: 0.0108 - 362ms/epoch - 1ms/step
## Epoch 46/250
## 243/243 - 0s - loss: 1.8400e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3314e-04 - val_mean_absolute_error: 0.0127 - 356ms/epoch - 1ms/step
## Epoch 47/250
## 243/243 - 0s - loss: 1.7399e-04 - mean_absolute_error: 0.0090 - val_loss: 4.5252e-04 - val_mean_absolute_error: 0.0119 - 361ms/epoch - 1ms/step
## Epoch 48/250
## 243/243 - 0s - loss: 1.6276e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6874e-04 - val_mean_absolute_error: 0.0101 - 396ms/epoch - 2ms/step
## Epoch 49/250
## 243/243 - 0s - loss: 1.5921e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9915e-04 - val_mean_absolute_error: 0.0113 - 359ms/epoch - 1ms/step
## Epoch 50/250
## 243/243 - 0s - loss: 1.6503e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9298e-04 - val_mean_absolute_error: 0.0117 - 365ms/epoch - 2ms/step
## Epoch 51/250
## 243/243 - 0s - loss: 1.6780e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9603e-04 - val_mean_absolute_error: 0.0114 - 363ms/epoch - 1ms/step
## Epoch 52/250
## 243/243 - 0s - loss: 1.6888e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0744e-04 - val_mean_absolute_error: 0.0110 - 372ms/epoch - 2ms/step
## Epoch 53/250
## 243/243 - 0s - loss: 1.6793e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4712e-04 - val_mean_absolute_error: 0.0111 - 356ms/epoch - 1ms/step
## Epoch 54/250
## 243/243 - 0s - loss: 1.6675e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2359e-04 - val_mean_absolute_error: 0.0113 - 364ms/epoch - 1ms/step
## Epoch 55/250
## 243/243 - 0s - loss: 1.5937e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1825e-04 - val_mean_absolute_error: 0.0112 - 361ms/epoch - 1ms/step
## Epoch 56/250
## 243/243 - 0s - loss: 1.7040e-04 - mean_absolute_error: 0.0088 - val_loss: 4.7723e-04 - val_mean_absolute_error: 0.0133 - 392ms/epoch - 2ms/step
## Epoch 57/250
## 243/243 - 0s - loss: 1.5870e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3718e-04 - val_mean_absolute_error: 0.0113 - 363ms/epoch - 1ms/step
## Epoch 58/250
## 243/243 - 0s - loss: 1.5899e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2959e-04 - val_mean_absolute_error: 0.0108 - 475ms/epoch - 2ms/step
## Epoch 59/250
## 243/243 - 0s - loss: 1.5282e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2245e-04 - val_mean_absolute_error: 0.0103 - 361ms/epoch - 1ms/step
## Epoch 60/250
## 243/243 - 0s - loss: 1.5588e-04 - mean_absolute_error: 0.0085 - val_loss: 4.3109e-04 - val_mean_absolute_error: 0.0112 - 365ms/epoch - 2ms/step
## Epoch 61/250
## 243/243 - 0s - loss: 1.6219e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2308e-04 - val_mean_absolute_error: 0.0102 - 395ms/epoch - 2ms/step
## Epoch 62/250
## 243/243 - 0s - loss: 1.6567e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4074e-04 - val_mean_absolute_error: 0.0118 - 359ms/epoch - 1ms/step
## Epoch 63/250
## 243/243 - 0s - loss: 1.4645e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0377e-04 - val_mean_absolute_error: 0.0114 - 353ms/epoch - 1ms/step
## Epoch 64/250
## 243/243 - 0s - loss: 1.5230e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0530e-04 - val_mean_absolute_error: 0.0106 - 358ms/epoch - 1ms/step
## Epoch 65/250
## 243/243 - 0s - loss: 1.4917e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2175e-04 - val_mean_absolute_error: 0.0111 - 361ms/epoch - 1ms/step
## Epoch 66/250
## 243/243 - 0s - loss: 1.5022e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9043e-04 - val_mean_absolute_error: 0.0104 - 403ms/epoch - 2ms/step
## Epoch 67/250
## 243/243 - 0s - loss: 1.4019e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3313e-04 - val_mean_absolute_error: 0.0123 - 401ms/epoch - 2ms/step
## Epoch 68/250
## 243/243 - 0s - loss: 1.5255e-04 - mean_absolute_error: 0.0084 - val_loss: 4.6776e-04 - val_mean_absolute_error: 0.0133 - 366ms/epoch - 2ms/step
## Epoch 69/250
## 243/243 - 0s - loss: 1.5111e-04 - mean_absolute_error: 0.0084 - val_loss: 4.7972e-04 - val_mean_absolute_error: 0.0110 - 402ms/epoch - 2ms/step
## Epoch 70/250
## 243/243 - 0s - loss: 1.5097e-04 - mean_absolute_error: 0.0084 - val_loss: 4.6150e-04 - val_mean_absolute_error: 0.0107 - 361ms/epoch - 1ms/step
## Epoch 71/250
## 243/243 - 0s - loss: 1.6320e-04 - mean_absolute_error: 0.0087 - val_loss: 5.0742e-04 - val_mean_absolute_error: 0.0132 - 473ms/epoch - 2ms/step
## Epoch 72/250
## 243/243 - 0s - loss: 1.4600e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2116e-04 - val_mean_absolute_error: 0.0114 - 362ms/epoch - 1ms/step
## Epoch 73/250
## 243/243 - 0s - loss: 1.5130e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3492e-04 - val_mean_absolute_error: 0.0115 - 366ms/epoch - 2ms/step
## Epoch 74/250
## 243/243 - 0s - loss: 1.3789e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2323e-04 - val_mean_absolute_error: 0.0109 - 384ms/epoch - 2ms/step
## Epoch 75/250
## 243/243 - 0s - loss: 1.4281e-04 - mean_absolute_error: 0.0083 - val_loss: 4.5046e-04 - val_mean_absolute_error: 0.0108 - 359ms/epoch - 1ms/step
## Epoch 76/250
## 243/243 - 0s - loss: 1.3960e-04 - mean_absolute_error: 0.0082 - val_loss: 4.4244e-04 - val_mean_absolute_error: 0.0122 - 351ms/epoch - 1ms/step
## Epoch 77/250
## 243/243 - 0s - loss: 1.3491e-04 - mean_absolute_error: 0.0081 - val_loss: 4.5618e-04 - val_mean_absolute_error: 0.0115 - 400ms/epoch - 2ms/step
## Epoch 78/250
## 243/243 - 0s - loss: 1.3724e-04 - mean_absolute_error: 0.0082 - val_loss: 5.7665e-04 - val_mean_absolute_error: 0.0175 - 361ms/epoch - 1ms/step
## Epoch 79/250
## 243/243 - 0s - loss: 1.7187e-04 - mean_absolute_error: 0.0091 - val_loss: 4.7370e-04 - val_mean_absolute_error: 0.0132 - 359ms/epoch - 1ms/step
## Epoch 80/250
## 243/243 - 0s - loss: 1.3473e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3608e-04 - val_mean_absolute_error: 0.0113 - 361ms/epoch - 1ms/step
## Epoch 81/250
## 243/243 - 0s - loss: 1.3705e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6577e-04 - val_mean_absolute_error: 0.0114 - 396ms/epoch - 2ms/step
## Epoch 82/250
## 243/243 - 0s - loss: 1.3744e-04 - mean_absolute_error: 0.0081 - val_loss: 4.7474e-04 - val_mean_absolute_error: 0.0128 - 356ms/epoch - 1ms/step
## Epoch 83/250
## 243/243 - 0s - loss: 1.4154e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5982e-04 - val_mean_absolute_error: 0.0106 - 383ms/epoch - 2ms/step
## Epoch 84/250
## 243/243 - 0s - loss: 1.4505e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2717e-04 - val_mean_absolute_error: 0.0113 - 367ms/epoch - 2ms/step
## Epoch 85/250
## 243/243 - 0s - loss: 1.2990e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3367e-04 - val_mean_absolute_error: 0.0114 - 355ms/epoch - 1ms/step
## Epoch 86/250
## 243/243 - 0s - loss: 1.2802e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1700e-04 - val_mean_absolute_error: 0.0115 - 357ms/epoch - 1ms/step
## Epoch 87/250
## 243/243 - 0s - loss: 1.3000e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3252e-04 - val_mean_absolute_error: 0.0114 - 360ms/epoch - 1ms/step
## Epoch 88/250
## 243/243 - 0s - loss: 1.5257e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8338e-04 - val_mean_absolute_error: 0.0134 - 354ms/epoch - 1ms/step
## Epoch 89/250
## 243/243 - 0s - loss: 1.3569e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2387e-04 - val_mean_absolute_error: 0.0115 - 357ms/epoch - 1ms/step
## Epoch 90/250
## 243/243 - 0s - loss: 1.3178e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2349e-04 - val_mean_absolute_error: 0.0107 - 363ms/epoch - 1ms/step
## Epoch 91/250
## 243/243 - 0s - loss: 1.3971e-04 - mean_absolute_error: 0.0081 - val_loss: 4.6970e-04 - val_mean_absolute_error: 0.0138 - 352ms/epoch - 1ms/step
## Epoch 92/250
## 243/243 - 0s - loss: 1.2664e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2774e-04 - val_mean_absolute_error: 0.0109 - 356ms/epoch - 1ms/step
## Epoch 93/250
## 243/243 - 0s - loss: 1.2765e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3653e-04 - val_mean_absolute_error: 0.0103 - 355ms/epoch - 1ms/step
## Epoch 94/250
## 243/243 - 0s - loss: 1.2695e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2995e-04 - val_mean_absolute_error: 0.0119 - 362ms/epoch - 1ms/step
## Epoch 95/250
## 243/243 - 0s - loss: 1.2486e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0350e-04 - val_mean_absolute_error: 0.0106 - 359ms/epoch - 1ms/step
## Epoch 96/250
## 243/243 - 0s - loss: 1.2537e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4507e-04 - val_mean_absolute_error: 0.0102 - 421ms/epoch - 2ms/step
## Epoch 97/250
## 243/243 - 0s - loss: 1.3167e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2274e-04 - val_mean_absolute_error: 0.0110 - 372ms/epoch - 2ms/step
## Epoch 98/250
## 243/243 - 0s - loss: 1.2488e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8429e-04 - val_mean_absolute_error: 0.0104 - 361ms/epoch - 1ms/step
## Epoch 99/250
## 243/243 - 0s - loss: 1.3691e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9986e-04 - val_mean_absolute_error: 0.0102 - 433ms/epoch - 2ms/step
## Epoch 100/250
## 243/243 - 0s - loss: 1.2619e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0119e-04 - val_mean_absolute_error: 0.0107 - 357ms/epoch - 1ms/step
## Epoch 101/250
## 243/243 - 0s - loss: 1.2090e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5744e-04 - val_mean_absolute_error: 0.0130 - 366ms/epoch - 2ms/step
## Epoch 102/250
## 243/243 - 0s - loss: 1.2717e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4387e-04 - val_mean_absolute_error: 0.0116 - 364ms/epoch - 1ms/step
## Epoch 103/250
## 243/243 - 0s - loss: 1.1824e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0281e-04 - val_mean_absolute_error: 0.0143 - 402ms/epoch - 2ms/step
## Epoch 104/250
## 243/243 - 0s - loss: 1.3328e-04 - mean_absolute_error: 0.0081 - val_loss: 4.7666e-04 - val_mean_absolute_error: 0.0121 - 354ms/epoch - 1ms/step
## Epoch 105/250
## 243/243 - 0s - loss: 1.2895e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4804e-04 - val_mean_absolute_error: 0.0115 - 403ms/epoch - 2ms/step
## Epoch 106/250
## 243/243 - 0s - loss: 1.2176e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3652e-04 - val_mean_absolute_error: 0.0115 - 360ms/epoch - 1ms/step
## Epoch 107/250
## 243/243 - 0s - loss: 1.3312e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2809e-04 - val_mean_absolute_error: 0.0115 - 364ms/epoch - 1ms/step
## Epoch 108/250
## 243/243 - 0s - loss: 1.2629e-04 - mean_absolute_error: 0.0078 - val_loss: 4.6306e-04 - val_mean_absolute_error: 0.0121 - 361ms/epoch - 1ms/step
## Epoch 109/250
## 243/243 - 0s - loss: 1.3490e-04 - mean_absolute_error: 0.0078 - val_loss: 6.3953e-04 - val_mean_absolute_error: 0.0163 - 361ms/epoch - 1ms/step
## Epoch 110/250
## 243/243 - 0s - loss: 1.2068e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2785e-04 - val_mean_absolute_error: 0.0105 - 369ms/epoch - 2ms/step
## Epoch 111/250
## 243/243 - 0s - loss: 1.2110e-04 - mean_absolute_error: 0.0078 - val_loss: 5.1700e-04 - val_mean_absolute_error: 0.0146 - 401ms/epoch - 2ms/step
## Epoch 112/250
## 243/243 - 0s - loss: 1.2872e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3731e-04 - val_mean_absolute_error: 0.0112 - 361ms/epoch - 1ms/step
## Epoch 113/250
## 243/243 - 0s - loss: 1.2145e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4828e-04 - val_mean_absolute_error: 0.0104 - 402ms/epoch - 2ms/step
## Epoch 114/250
## 243/243 - 0s - loss: 1.2376e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7808e-04 - val_mean_absolute_error: 0.0132 - 351ms/epoch - 1ms/step
## Epoch 115/250
## 243/243 - 0s - loss: 1.1681e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4680e-04 - val_mean_absolute_error: 0.0113 - 360ms/epoch - 1ms/step
## Epoch 116/250
## 243/243 - 0s - loss: 1.2049e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3687e-04 - val_mean_absolute_error: 0.0105 - 455ms/epoch - 2ms/step
## Epoch 117/250
## 243/243 - 0s - loss: 1.2291e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2866e-04 - val_mean_absolute_error: 0.0104 - 361ms/epoch - 1ms/step
## Epoch 118/250
## 243/243 - 0s - loss: 1.1802e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6368e-04 - val_mean_absolute_error: 0.0119 - 363ms/epoch - 1ms/step
## Epoch 119/250
## 243/243 - 0s - loss: 1.2046e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4237e-04 - val_mean_absolute_error: 0.0114 - 400ms/epoch - 2ms/step
## Epoch 120/250
## 243/243 - 0s - loss: 1.1673e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5007e-04 - val_mean_absolute_error: 0.0115 - 356ms/epoch - 1ms/step
## Epoch 121/250
## 243/243 - 0s - loss: 1.1525e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3623e-04 - val_mean_absolute_error: 0.0110 - 359ms/epoch - 1ms/step
## Epoch 122/250
## 243/243 - 0s - loss: 1.2277e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3604e-04 - val_mean_absolute_error: 0.0121 - 359ms/epoch - 1ms/step
## Epoch 123/250
## 243/243 - 0s - loss: 1.1693e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1146e-04 - val_mean_absolute_error: 0.0100 - 363ms/epoch - 1ms/step
## Epoch 124/250
## 243/243 - 0s - loss: 1.2715e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3461e-04 - val_mean_absolute_error: 0.0113 - 359ms/epoch - 1ms/step
## Epoch 125/250
## 243/243 - 0s - loss: 1.1920e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1632e-04 - val_mean_absolute_error: 0.0117 - 359ms/epoch - 1ms/step
## Epoch 126/250
## 243/243 - 0s - loss: 1.1524e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2930e-04 - val_mean_absolute_error: 0.0115 - 362ms/epoch - 1ms/step
## Epoch 127/250
## 243/243 - 0s - loss: 1.1727e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2485e-04 - val_mean_absolute_error: 0.0119 - 356ms/epoch - 1ms/step
## Epoch 128/250
## 243/243 - 0s - loss: 1.1450e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3236e-04 - val_mean_absolute_error: 0.0110 - 401ms/epoch - 2ms/step
## Epoch 129/250
## 243/243 - 0s - loss: 1.1437e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3162e-04 - val_mean_absolute_error: 0.0124 - 354ms/epoch - 1ms/step
## Epoch 130/250
## 243/243 - 0s - loss: 1.1488e-04 - mean_absolute_error: 0.0075 - val_loss: 5.0671e-04 - val_mean_absolute_error: 0.0121 - 363ms/epoch - 1ms/step
## Epoch 131/250
## 243/243 - 0s - loss: 1.1504e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6327e-04 - val_mean_absolute_error: 0.0126 - 352ms/epoch - 1ms/step
## Epoch 132/250
## 243/243 - 0s - loss: 1.1855e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6076e-04 - val_mean_absolute_error: 0.0114 - 360ms/epoch - 1ms/step
## Epoch 133/250
## 243/243 - 0s - loss: 1.1436e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3672e-04 - val_mean_absolute_error: 0.0115 - 363ms/epoch - 1ms/step
## Epoch 134/250
## 243/243 - 0s - loss: 1.1506e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6596e-04 - val_mean_absolute_error: 0.0126 - 369ms/epoch - 2ms/step
## Epoch 135/250
## 243/243 - 0s - loss: 1.3088e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5478e-04 - val_mean_absolute_error: 0.0123 - 375ms/epoch - 2ms/step
## Epoch 136/250
## 243/243 - 0s - loss: 1.2885e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2509e-04 - val_mean_absolute_error: 0.0118 - 373ms/epoch - 2ms/step
## Epoch 137/250
## 243/243 - 0s - loss: 1.1104e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4796e-04 - val_mean_absolute_error: 0.0126 - 366ms/epoch - 2ms/step
## Epoch 138/250
## 243/243 - 0s - loss: 1.1207e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2076e-04 - val_mean_absolute_error: 0.0111 - 359ms/epoch - 1ms/step
## Epoch 139/250
## 243/243 - 0s - loss: 1.1256e-04 - mean_absolute_error: 0.0075 - val_loss: 4.7657e-04 - val_mean_absolute_error: 0.0125 - 366ms/epoch - 2ms/step
## Epoch 140/250
## 243/243 - 0s - loss: 1.1229e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3054e-04 - val_mean_absolute_error: 0.0115 - 362ms/epoch - 1ms/step
## Epoch 141/250
## 243/243 - 0s - loss: 1.1439e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2609e-04 - val_mean_absolute_error: 0.0102 - 357ms/epoch - 1ms/step
## Epoch 142/250
## 243/243 - 0s - loss: 1.2501e-04 - mean_absolute_error: 0.0076 - val_loss: 4.9061e-04 - val_mean_absolute_error: 0.0133 - 363ms/epoch - 1ms/step
## Epoch 143/250
## 243/243 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6663e-04 - val_mean_absolute_error: 0.0127 - 369ms/epoch - 2ms/step
## Epoch 144/250
## 243/243 - 0s - loss: 1.1208e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4677e-04 - val_mean_absolute_error: 0.0117 - 360ms/epoch - 1ms/step
## Epoch 145/250
## 243/243 - 0s - loss: 1.2933e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4217e-04 - val_mean_absolute_error: 0.0120 - 360ms/epoch - 1ms/step
## Epoch 146/250
## 243/243 - 0s - loss: 1.0978e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3707e-04 - val_mean_absolute_error: 0.0111 - 368ms/epoch - 2ms/step
## Epoch 147/250
## 243/243 - 0s - loss: 1.0860e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4489e-04 - val_mean_absolute_error: 0.0112 - 412ms/epoch - 2ms/step
## Epoch 148/250
## 243/243 - 0s - loss: 1.0667e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3863e-04 - val_mean_absolute_error: 0.0104 - 390ms/epoch - 2ms/step
## Epoch 149/250
## 243/243 - 0s - loss: 1.1150e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8804e-04 - val_mean_absolute_error: 0.0129 - 451ms/epoch - 2ms/step
## Epoch 150/250
## 243/243 - 0s - loss: 1.1070e-04 - mean_absolute_error: 0.0075 - val_loss: 4.7121e-04 - val_mean_absolute_error: 0.0109 - 361ms/epoch - 1ms/step
## Epoch 151/250
## 243/243 - 0s - loss: 1.0574e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5747e-04 - val_mean_absolute_error: 0.0119 - 359ms/epoch - 1ms/step
## Epoch 152/250
## 243/243 - 0s - loss: 1.0321e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3374e-04 - val_mean_absolute_error: 0.0106 - 365ms/epoch - 2ms/step
## Epoch 153/250
## 243/243 - 0s - loss: 1.0610e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3900e-04 - val_mean_absolute_error: 0.0121 - 362ms/epoch - 1ms/step
## Epoch 154/250
## 243/243 - 0s - loss: 1.1750e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4041e-04 - val_mean_absolute_error: 0.0109 - 369ms/epoch - 2ms/step
## Epoch 155/250
## 243/243 - 0s - loss: 1.0801e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4034e-04 - val_mean_absolute_error: 0.0109 - 362ms/epoch - 1ms/step
## Epoch 156/250
## 243/243 - 0s - loss: 1.1493e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3525e-04 - val_mean_absolute_error: 0.0107 - 365ms/epoch - 2ms/step
## Epoch 157/250
## 243/243 - 0s - loss: 1.0661e-04 - mean_absolute_error: 0.0073 - val_loss: 4.9178e-04 - val_mean_absolute_error: 0.0134 - 362ms/epoch - 1ms/step
## Epoch 158/250
## 243/243 - 0s - loss: 1.2057e-04 - mean_absolute_error: 0.0076 - val_loss: 4.8268e-04 - val_mean_absolute_error: 0.0118 - 362ms/epoch - 1ms/step
## Epoch 159/250
## 243/243 - 0s - loss: 1.1102e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4694e-04 - val_mean_absolute_error: 0.0117 - 355ms/epoch - 1ms/step
## Epoch 160/250
## 243/243 - 0s - loss: 1.1243e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6309e-04 - val_mean_absolute_error: 0.0120 - 357ms/epoch - 1ms/step
## Epoch 161/250
## 243/243 - 0s - loss: 1.0935e-04 - mean_absolute_error: 0.0074 - val_loss: 4.9493e-04 - val_mean_absolute_error: 0.0124 - 361ms/epoch - 1ms/step
## Epoch 162/250
## 243/243 - 0s - loss: 1.0840e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4397e-04 - val_mean_absolute_error: 0.0121 - 362ms/epoch - 1ms/step
## Epoch 163/250
## 243/243 - 0s - loss: 1.0034e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3889e-04 - val_mean_absolute_error: 0.0114 - 363ms/epoch - 1ms/step
## Epoch 164/250
## 243/243 - 0s - loss: 1.0321e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2393e-04 - val_mean_absolute_error: 0.0107 - 363ms/epoch - 1ms/step
## Epoch 165/250
## 243/243 - 0s - loss: 1.0623e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3226e-04 - val_mean_absolute_error: 0.0107 - 357ms/epoch - 1ms/step
## Epoch 166/250
## 243/243 - 0s - loss: 1.0911e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6471e-04 - val_mean_absolute_error: 0.0105 - 380ms/epoch - 2ms/step
## Epoch 167/250
## 243/243 - 0s - loss: 1.0877e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3630e-04 - val_mean_absolute_error: 0.0109 - 362ms/epoch - 1ms/step
## Epoch 168/250
## 243/243 - 0s - loss: 1.1034e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5563e-04 - val_mean_absolute_error: 0.0105 - 358ms/epoch - 1ms/step
## Epoch 169/250
## 243/243 - 0s - loss: 1.2255e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6905e-04 - val_mean_absolute_error: 0.0122 - 369ms/epoch - 2ms/step
## Epoch 170/250
## 243/243 - 0s - loss: 1.1561e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5445e-04 - val_mean_absolute_error: 0.0120 - 366ms/epoch - 2ms/step
## Epoch 171/250
## 243/243 - 0s - loss: 1.1045e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5696e-04 - val_mean_absolute_error: 0.0119 - 358ms/epoch - 1ms/step
## Epoch 172/250
## 243/243 - 0s - loss: 1.0009e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4835e-04 - val_mean_absolute_error: 0.0119 - 404ms/epoch - 2ms/step
## Epoch 173/250
## 243/243 - 0s - loss: 1.0555e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3258e-04 - val_mean_absolute_error: 0.0110 - 403ms/epoch - 2ms/step
## Epoch 174/250
## 243/243 - 0s - loss: 1.0948e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4759e-04 - val_mean_absolute_error: 0.0111 - 368ms/epoch - 2ms/step
## Epoch 175/250
## 243/243 - 0s - loss: 9.9315e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4388e-04 - val_mean_absolute_error: 0.0115 - 362ms/epoch - 1ms/step
## Epoch 176/250
## 243/243 - 0s - loss: 1.2217e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4815e-04 - val_mean_absolute_error: 0.0114 - 357ms/epoch - 1ms/step
## Epoch 177/250
## 243/243 - 0s - loss: 1.0207e-04 - mean_absolute_error: 0.0072 - val_loss: 5.1657e-04 - val_mean_absolute_error: 0.0143 - 358ms/epoch - 1ms/step
## Epoch 178/250
## 243/243 - 0s - loss: 9.9511e-05 - mean_absolute_error: 0.0072 - val_loss: 4.9659e-04 - val_mean_absolute_error: 0.0113 - 419ms/epoch - 2ms/step
## Epoch 179/250
## 243/243 - 0s - loss: 1.4151e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6324e-04 - val_mean_absolute_error: 0.0121 - 377ms/epoch - 2ms/step
## Epoch 180/250
## 243/243 - 0s - loss: 1.0792e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2532e-04 - val_mean_absolute_error: 0.0106 - 381ms/epoch - 2ms/step
## Epoch 181/250
## 243/243 - 0s - loss: 9.9905e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5716e-04 - val_mean_absolute_error: 0.0118 - 360ms/epoch - 1ms/step
## Epoch 182/250
## 243/243 - 0s - loss: 1.0359e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6806e-04 - val_mean_absolute_error: 0.0112 - 372ms/epoch - 2ms/step
## Epoch 183/250
## 243/243 - 0s - loss: 1.0163e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4726e-04 - val_mean_absolute_error: 0.0104 - 376ms/epoch - 2ms/step
## Epoch 184/250
## 243/243 - 0s - loss: 1.0511e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4031e-04 - val_mean_absolute_error: 0.0106 - 353ms/epoch - 1ms/step
## Epoch 185/250
## 243/243 - 0s - loss: 1.0354e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6921e-04 - val_mean_absolute_error: 0.0125 - 363ms/epoch - 1ms/step
## Epoch 186/250
## 243/243 - 0s - loss: 1.0263e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6233e-04 - val_mean_absolute_error: 0.0118 - 361ms/epoch - 1ms/step
## Epoch 187/250
## 243/243 - 0s - loss: 9.9036e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5138e-04 - val_mean_absolute_error: 0.0109 - 355ms/epoch - 1ms/step
## Epoch 188/250
## 243/243 - 0s - loss: 1.0426e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8585e-04 - val_mean_absolute_error: 0.0113 - 367ms/epoch - 2ms/step
## Epoch 189/250
## 243/243 - 0s - loss: 1.0147e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6012e-04 - val_mean_absolute_error: 0.0120 - 375ms/epoch - 2ms/step
## Epoch 190/250
## 243/243 - 0s - loss: 9.5269e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3123e-04 - val_mean_absolute_error: 0.0111 - 384ms/epoch - 2ms/step
## Epoch 191/250
## 243/243 - 0s - loss: 9.8862e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5759e-04 - val_mean_absolute_error: 0.0110 - 357ms/epoch - 1ms/step
## Epoch 192/250
## 243/243 - 0s - loss: 9.9919e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4379e-04 - val_mean_absolute_error: 0.0116 - 360ms/epoch - 1ms/step
## Epoch 193/250
## 243/243 - 0s - loss: 1.0337e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8557e-04 - val_mean_absolute_error: 0.0127 - 392ms/epoch - 2ms/step
## Epoch 194/250
## 243/243 - 0s - loss: 1.0668e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4297e-04 - val_mean_absolute_error: 0.0112 - 368ms/epoch - 2ms/step
## Epoch 195/250
## 243/243 - 0s - loss: 1.0446e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6842e-04 - val_mean_absolute_error: 0.0119 - 363ms/epoch - 1ms/step
## Epoch 196/250
## 243/243 - 0s - loss: 9.8310e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4440e-04 - val_mean_absolute_error: 0.0114 - 409ms/epoch - 2ms/step
## Epoch 197/250
## 243/243 - 0s - loss: 9.9234e-05 - mean_absolute_error: 0.0071 - val_loss: 5.1111e-04 - val_mean_absolute_error: 0.0124 - 360ms/epoch - 1ms/step
## Epoch 198/250
## 243/243 - 0s - loss: 9.9517e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5705e-04 - val_mean_absolute_error: 0.0121 - 363ms/epoch - 1ms/step
## Epoch 199/250
## 243/243 - 0s - loss: 1.0371e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7118e-04 - val_mean_absolute_error: 0.0117 - 373ms/epoch - 2ms/step
## Epoch 200/250
## 243/243 - 0s - loss: 1.0118e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4304e-04 - val_mean_absolute_error: 0.0101 - 364ms/epoch - 1ms/step
## Epoch 201/250
## 243/243 - 0s - loss: 1.0826e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4535e-04 - val_mean_absolute_error: 0.0113 - 379ms/epoch - 2ms/step
## Epoch 202/250
## 243/243 - 0s - loss: 1.0032e-04 - mean_absolute_error: 0.0070 - val_loss: 4.7716e-04 - val_mean_absolute_error: 0.0119 - 365ms/epoch - 2ms/step
## Epoch 203/250
## 243/243 - 0s - loss: 9.9303e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7570e-04 - val_mean_absolute_error: 0.0114 - 364ms/epoch - 1ms/step
## Epoch 204/250
## 243/243 - 0s - loss: 9.6718e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8168e-04 - val_mean_absolute_error: 0.0115 - 361ms/epoch - 1ms/step
## Epoch 205/250
## 243/243 - 0s - loss: 9.8270e-05 - mean_absolute_error: 0.0070 - val_loss: 5.3162e-04 - val_mean_absolute_error: 0.0141 - 374ms/epoch - 2ms/step
## Epoch 206/250
## 243/243 - 0s - loss: 9.8993e-05 - mean_absolute_error: 0.0070 - val_loss: 5.1219e-04 - val_mean_absolute_error: 0.0133 - 359ms/epoch - 1ms/step
## Epoch 207/250
## 243/243 - 0s - loss: 1.0031e-04 - mean_absolute_error: 0.0071 - val_loss: 4.8532e-04 - val_mean_absolute_error: 0.0126 - 362ms/epoch - 1ms/step
## Epoch 208/250
## 243/243 - 0s - loss: 9.6140e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7482e-04 - val_mean_absolute_error: 0.0114 - 360ms/epoch - 1ms/step
## Epoch 209/250
## 243/243 - 0s - loss: 1.0042e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6820e-04 - val_mean_absolute_error: 0.0110 - 356ms/epoch - 1ms/step
## Epoch 210/250
## 243/243 - 0s - loss: 9.2179e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8879e-04 - val_mean_absolute_error: 0.0129 - 357ms/epoch - 1ms/step
## Epoch 211/250
## 243/243 - 0s - loss: 9.0732e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6994e-04 - val_mean_absolute_error: 0.0107 - 352ms/epoch - 1ms/step
## Epoch 212/250
## 243/243 - 0s - loss: 9.8101e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8688e-04 - val_mean_absolute_error: 0.0112 - 357ms/epoch - 1ms/step
## Epoch 213/250
## 243/243 - 0s - loss: 1.0203e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6890e-04 - val_mean_absolute_error: 0.0109 - 356ms/epoch - 1ms/step
## Epoch 214/250
## 243/243 - 0s - loss: 9.8737e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8083e-04 - val_mean_absolute_error: 0.0114 - 354ms/epoch - 1ms/step
## Epoch 215/250
## 243/243 - 0s - loss: 9.2139e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7246e-04 - val_mean_absolute_error: 0.0111 - 361ms/epoch - 1ms/step
## Epoch 216/250
## 243/243 - 0s - loss: 9.4767e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8718e-04 - val_mean_absolute_error: 0.0115 - 354ms/epoch - 1ms/step
## Epoch 217/250
## 243/243 - 0s - loss: 1.0123e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7391e-04 - val_mean_absolute_error: 0.0122 - 354ms/epoch - 1ms/step
## Epoch 218/250
## 243/243 - 0s - loss: 9.5026e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5701e-04 - val_mean_absolute_error: 0.0119 - 355ms/epoch - 1ms/step
## Epoch 219/250
## 243/243 - 0s - loss: 1.0601e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3664e-04 - val_mean_absolute_error: 0.0108 - 372ms/epoch - 2ms/step
## Epoch 220/250
## 243/243 - 0s - loss: 9.7986e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8119e-04 - val_mean_absolute_error: 0.0105 - 363ms/epoch - 1ms/step
## Epoch 221/250
## 243/243 - 0s - loss: 1.0726e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8401e-04 - val_mean_absolute_error: 0.0130 - 369ms/epoch - 2ms/step
## Epoch 222/250
## 243/243 - 0s - loss: 9.7745e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7867e-04 - val_mean_absolute_error: 0.0106 - 354ms/epoch - 1ms/step
## Epoch 223/250
## 243/243 - 0s - loss: 9.2929e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7190e-04 - val_mean_absolute_error: 0.0116 - 375ms/epoch - 2ms/step
## Epoch 224/250
## 243/243 - 0s - loss: 9.6031e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5521e-04 - val_mean_absolute_error: 0.0109 - 367ms/epoch - 2ms/step
## Epoch 225/250
## 243/243 - 0s - loss: 9.8717e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8350e-04 - val_mean_absolute_error: 0.0120 - 370ms/epoch - 2ms/step
## Epoch 226/250
## 243/243 - 0s - loss: 9.5444e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6723e-04 - val_mean_absolute_error: 0.0116 - 361ms/epoch - 1ms/step
## Epoch 227/250
## 243/243 - 0s - loss: 9.6333e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8195e-04 - val_mean_absolute_error: 0.0121 - 364ms/epoch - 1ms/step
## Epoch 228/250
## 243/243 - 0s - loss: 9.1396e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6540e-04 - val_mean_absolute_error: 0.0117 - 365ms/epoch - 2ms/step
## Epoch 229/250
## 243/243 - 0s - loss: 9.9051e-05 - mean_absolute_error: 0.0071 - val_loss: 4.6151e-04 - val_mean_absolute_error: 0.0108 - 355ms/epoch - 1ms/step
## Epoch 230/250
## 243/243 - 0s - loss: 1.0241e-04 - mean_absolute_error: 0.0070 - val_loss: 4.9525e-04 - val_mean_absolute_error: 0.0135 - 362ms/epoch - 1ms/step
## Epoch 231/250
## 243/243 - 0s - loss: 9.6348e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3589e-04 - val_mean_absolute_error: 0.0103 - 361ms/epoch - 1ms/step
## Epoch 232/250
## 243/243 - 0s - loss: 9.3169e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7810e-04 - val_mean_absolute_error: 0.0122 - 366ms/epoch - 2ms/step
## Epoch 233/250
## 243/243 - 0s - loss: 9.5340e-05 - mean_absolute_error: 0.0070 - val_loss: 4.9447e-04 - val_mean_absolute_error: 0.0132 - 356ms/epoch - 1ms/step
## Epoch 234/250
## 243/243 - 0s - loss: 9.8596e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6807e-04 - val_mean_absolute_error: 0.0122 - 360ms/epoch - 1ms/step
## Epoch 235/250
## 243/243 - 0s - loss: 9.5814e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7678e-04 - val_mean_absolute_error: 0.0124 - 360ms/epoch - 1ms/step
## Epoch 236/250
## 243/243 - 0s - loss: 8.9804e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8040e-04 - val_mean_absolute_error: 0.0118 - 359ms/epoch - 1ms/step
## Epoch 237/250
## 243/243 - 0s - loss: 9.1216e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7495e-04 - val_mean_absolute_error: 0.0118 - 359ms/epoch - 1ms/step
## Epoch 238/250
## 243/243 - 0s - loss: 9.5410e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4868e-04 - val_mean_absolute_error: 0.0114 - 351ms/epoch - 1ms/step
## Epoch 239/250
## 243/243 - 0s - loss: 1.0178e-04 - mean_absolute_error: 0.0070 - val_loss: 4.8261e-04 - val_mean_absolute_error: 0.0129 - 355ms/epoch - 1ms/step
## Epoch 240/250
## 243/243 - 0s - loss: 9.2143e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6637e-04 - val_mean_absolute_error: 0.0106 - 358ms/epoch - 1ms/step
## Epoch 241/250
## 243/243 - 0s - loss: 9.0955e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7065e-04 - val_mean_absolute_error: 0.0114 - 364ms/epoch - 1ms/step
## Epoch 242/250
## 243/243 - 0s - loss: 9.1417e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7966e-04 - val_mean_absolute_error: 0.0122 - 360ms/epoch - 1ms/step
## Epoch 243/250
## 243/243 - 0s - loss: 9.3506e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7009e-04 - val_mean_absolute_error: 0.0121 - 357ms/epoch - 1ms/step
## Epoch 244/250
## 243/243 - 0s - loss: 9.4094e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5306e-04 - val_mean_absolute_error: 0.0115 - 360ms/epoch - 1ms/step
## Epoch 245/250
## 243/243 - 0s - loss: 8.9292e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4793e-04 - val_mean_absolute_error: 0.0107 - 356ms/epoch - 1ms/step
## Epoch 246/250
## 243/243 - 0s - loss: 9.3630e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5853e-04 - val_mean_absolute_error: 0.0116 - 358ms/epoch - 1ms/step
## Epoch 247/250
## 243/243 - 0s - loss: 1.0135e-04 - mean_absolute_error: 0.0070 - val_loss: 4.6138e-04 - val_mean_absolute_error: 0.0113 - 353ms/epoch - 1ms/step
## Epoch 248/250
## 243/243 - 0s - loss: 9.0221e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7965e-04 - val_mean_absolute_error: 0.0114 - 356ms/epoch - 1ms/step
## Epoch 249/250
## 243/243 - 0s - loss: 9.4150e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5717e-04 - val_mean_absolute_error: 0.0110 - 355ms/epoch - 1ms/step
## Epoch 250/250
## 243/243 - 0s - loss: 9.4705e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6370e-04 - val_mean_absolute_error: 0.0109 - 360ms/epoch - 1ms/step
## Epoch 1/50
## 202/202 - 1s - loss: 0.0014 - mean_absolute_error: 0.0231 - val_loss: 6.9161e-04 - val_mean_absolute_error: 0.0137 - 958ms/epoch - 5ms/step
## Epoch 2/50
## 202/202 - 0s - loss: 6.0349e-04 - mean_absolute_error: 0.0157 - val_loss: 6.1893e-04 - val_mean_absolute_error: 0.0131 - 327ms/epoch - 2ms/step
## Epoch 3/50
## 202/202 - 0s - loss: 4.8229e-04 - mean_absolute_error: 0.0139 - val_loss: 4.8337e-04 - val_mean_absolute_error: 0.0127 - 324ms/epoch - 2ms/step
## Epoch 4/50
## 202/202 - 0s - loss: 4.3749e-04 - mean_absolute_error: 0.0131 - val_loss: 5.0056e-04 - val_mean_absolute_error: 0.0116 - 320ms/epoch - 2ms/step
## Epoch 5/50
## 202/202 - 0s - loss: 3.8519e-04 - mean_absolute_error: 0.0125 - val_loss: 5.4601e-04 - val_mean_absolute_error: 0.0123 - 316ms/epoch - 2ms/step
## Epoch 6/50
## 202/202 - 0s - loss: 3.6677e-04 - mean_absolute_error: 0.0121 - val_loss: 4.9226e-04 - val_mean_absolute_error: 0.0127 - 321ms/epoch - 2ms/step
## Epoch 7/50
## 202/202 - 0s - loss: 3.5226e-04 - mean_absolute_error: 0.0120 - val_loss: 4.4740e-04 - val_mean_absolute_error: 0.0112 - 318ms/epoch - 2ms/step
## Epoch 8/50
## 202/202 - 0s - loss: 3.5100e-04 - mean_absolute_error: 0.0118 - val_loss: 4.6562e-04 - val_mean_absolute_error: 0.0112 - 318ms/epoch - 2ms/step
## Epoch 9/50
## 202/202 - 0s - loss: 3.1342e-04 - mean_absolute_error: 0.0112 - val_loss: 4.5676e-04 - val_mean_absolute_error: 0.0109 - 319ms/epoch - 2ms/step
## Epoch 10/50
## 202/202 - 0s - loss: 2.9830e-04 - mean_absolute_error: 0.0112 - val_loss: 4.0600e-04 - val_mean_absolute_error: 0.0110 - 320ms/epoch - 2ms/step
## Epoch 11/50
## 202/202 - 0s - loss: 2.8446e-04 - mean_absolute_error: 0.0109 - val_loss: 3.8770e-04 - val_mean_absolute_error: 0.0105 - 319ms/epoch - 2ms/step
## Epoch 12/50
## 202/202 - 0s - loss: 2.7439e-04 - mean_absolute_error: 0.0108 - val_loss: 4.1474e-04 - val_mean_absolute_error: 0.0105 - 317ms/epoch - 2ms/step
## Epoch 13/50
## 202/202 - 0s - loss: 2.6098e-04 - mean_absolute_error: 0.0106 - val_loss: 4.0266e-04 - val_mean_absolute_error: 0.0105 - 319ms/epoch - 2ms/step
## Epoch 14/50
## 202/202 - 0s - loss: 2.6741e-04 - mean_absolute_error: 0.0106 - val_loss: 4.5440e-04 - val_mean_absolute_error: 0.0114 - 319ms/epoch - 2ms/step
## Epoch 15/50
## 202/202 - 0s - loss: 2.6877e-04 - mean_absolute_error: 0.0106 - val_loss: 4.1155e-04 - val_mean_absolute_error: 0.0110 - 321ms/epoch - 2ms/step
## Epoch 16/50
## 202/202 - 0s - loss: 2.3538e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7272e-04 - val_mean_absolute_error: 0.0104 - 315ms/epoch - 2ms/step
## Epoch 17/50
## 202/202 - 0s - loss: 2.3742e-04 - mean_absolute_error: 0.0103 - val_loss: 4.4167e-04 - val_mean_absolute_error: 0.0107 - 322ms/epoch - 2ms/step
## Epoch 18/50
## 202/202 - 0s - loss: 2.4582e-04 - mean_absolute_error: 0.0103 - val_loss: 4.2269e-04 - val_mean_absolute_error: 0.0107 - 323ms/epoch - 2ms/step
## Epoch 19/50
## 202/202 - 0s - loss: 2.2045e-04 - mean_absolute_error: 0.0101 - val_loss: 3.9536e-04 - val_mean_absolute_error: 0.0103 - 324ms/epoch - 2ms/step
## Epoch 20/50
## 202/202 - 0s - loss: 2.3624e-04 - mean_absolute_error: 0.0102 - val_loss: 4.1660e-04 - val_mean_absolute_error: 0.0108 - 318ms/epoch - 2ms/step
## Epoch 21/50
## 202/202 - 0s - loss: 2.1365e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9236e-04 - val_mean_absolute_error: 0.0102 - 319ms/epoch - 2ms/step
## Epoch 22/50
## 202/202 - 0s - loss: 2.2082e-04 - mean_absolute_error: 0.0099 - val_loss: 4.1224e-04 - val_mean_absolute_error: 0.0102 - 319ms/epoch - 2ms/step
## Epoch 23/50
## 202/202 - 0s - loss: 2.2395e-04 - mean_absolute_error: 0.0099 - val_loss: 4.2546e-04 - val_mean_absolute_error: 0.0115 - 322ms/epoch - 2ms/step
## Epoch 24/50
## 202/202 - 0s - loss: 2.0878e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9331e-04 - val_mean_absolute_error: 0.0104 - 320ms/epoch - 2ms/step
## Epoch 25/50
## 202/202 - 0s - loss: 2.2204e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8696e-04 - val_mean_absolute_error: 0.0102 - 320ms/epoch - 2ms/step
## Epoch 26/50
## 202/202 - 0s - loss: 1.9228e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7702e-04 - val_mean_absolute_error: 0.0100 - 320ms/epoch - 2ms/step
## Epoch 27/50
## 202/202 - 0s - loss: 1.9726e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9332e-04 - val_mean_absolute_error: 0.0105 - 320ms/epoch - 2ms/step
## Epoch 28/50
## 202/202 - 0s - loss: 1.9796e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0051e-04 - val_mean_absolute_error: 0.0102 - 317ms/epoch - 2ms/step
## Epoch 29/50
## 202/202 - 0s - loss: 1.9331e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0326e-04 - val_mean_absolute_error: 0.0104 - 319ms/epoch - 2ms/step
## Epoch 30/50
## 202/202 - 0s - loss: 1.9684e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7169e-04 - val_mean_absolute_error: 0.0102 - 321ms/epoch - 2ms/step
## Epoch 31/50
## 202/202 - 0s - loss: 1.9496e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7444e-04 - val_mean_absolute_error: 0.0103 - 334ms/epoch - 2ms/step
## Epoch 32/50
## 202/202 - 0s - loss: 1.9239e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9877e-04 - val_mean_absolute_error: 0.0102 - 315ms/epoch - 2ms/step
## Epoch 33/50
## 202/202 - 0s - loss: 1.9025e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8653e-04 - val_mean_absolute_error: 0.0103 - 320ms/epoch - 2ms/step
## Epoch 34/50
## 202/202 - 0s - loss: 1.8933e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3767e-04 - val_mean_absolute_error: 0.0104 - 324ms/epoch - 2ms/step
## Epoch 35/50
## 202/202 - 0s - loss: 1.9226e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7478e-04 - val_mean_absolute_error: 0.0101 - 321ms/epoch - 2ms/step
## Epoch 36/50
## 202/202 - 0s - loss: 1.8393e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0752e-04 - val_mean_absolute_error: 0.0103 - 326ms/epoch - 2ms/step
## Epoch 37/50
## 202/202 - 0s - loss: 1.7665e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7299e-04 - val_mean_absolute_error: 0.0101 - 338ms/epoch - 2ms/step
## Epoch 38/50
## 202/202 - 0s - loss: 1.7308e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9118e-04 - val_mean_absolute_error: 0.0101 - 321ms/epoch - 2ms/step
## Epoch 39/50
## 202/202 - 0s - loss: 1.7269e-04 - mean_absolute_error: 0.0090 - val_loss: 4.5656e-04 - val_mean_absolute_error: 0.0105 - 325ms/epoch - 2ms/step
## Epoch 40/50
## 202/202 - 0s - loss: 1.7927e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8328e-04 - val_mean_absolute_error: 0.0110 - 327ms/epoch - 2ms/step
## Epoch 41/50
## 202/202 - 0s - loss: 1.7102e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0193e-04 - val_mean_absolute_error: 0.0101 - 328ms/epoch - 2ms/step
## Epoch 42/50
## 202/202 - 0s - loss: 1.7960e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8659e-04 - val_mean_absolute_error: 0.0103 - 327ms/epoch - 2ms/step
## Epoch 43/50
## 202/202 - 0s - loss: 1.6596e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8132e-04 - val_mean_absolute_error: 0.0100 - 324ms/epoch - 2ms/step
## Epoch 44/50
## 202/202 - 0s - loss: 1.7758e-04 - mean_absolute_error: 0.0090 - val_loss: 4.6532e-04 - val_mean_absolute_error: 0.0109 - 326ms/epoch - 2ms/step
## Epoch 45/50
## 202/202 - 0s - loss: 1.7025e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2528e-04 - val_mean_absolute_error: 0.0114 - 326ms/epoch - 2ms/step
## Epoch 46/50
## 202/202 - 0s - loss: 1.7923e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0156e-04 - val_mean_absolute_error: 0.0105 - 326ms/epoch - 2ms/step
## Epoch 47/50
## 202/202 - 0s - loss: 1.6470e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7893e-04 - val_mean_absolute_error: 0.0105 - 325ms/epoch - 2ms/step
## Epoch 48/50
## 202/202 - 0s - loss: 1.6177e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7675e-04 - val_mean_absolute_error: 0.0102 - 325ms/epoch - 2ms/step
## Epoch 49/50
## 202/202 - 0s - loss: 1.6577e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9554e-04 - val_mean_absolute_error: 0.0103 - 322ms/epoch - 2ms/step
## Epoch 50/50
## 202/202 - 0s - loss: 1.7247e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9917e-04 - val_mean_absolute_error: 0.0102 - 336ms/epoch - 2ms/step
## Epoch 1/100
## 202/202 - 1s - loss: 0.0010 - mean_absolute_error: 0.0199 - val_loss: 7.5760e-04 - val_mean_absolute_error: 0.0151 - 972ms/epoch - 5ms/step
## Epoch 2/100
## 202/202 - 0s - loss: 5.3699e-04 - mean_absolute_error: 0.0147 - val_loss: 5.6621e-04 - val_mean_absolute_error: 0.0124 - 340ms/epoch - 2ms/step
## Epoch 3/100
## 202/202 - 0s - loss: 4.6517e-04 - mean_absolute_error: 0.0135 - val_loss: 4.7850e-04 - val_mean_absolute_error: 0.0118 - 328ms/epoch - 2ms/step
## Epoch 4/100
## 202/202 - 0s - loss: 4.1831e-04 - mean_absolute_error: 0.0128 - val_loss: 5.4203e-04 - val_mean_absolute_error: 0.0128 - 321ms/epoch - 2ms/step
## Epoch 5/100
## 202/202 - 0s - loss: 3.5877e-04 - mean_absolute_error: 0.0121 - val_loss: 5.1368e-04 - val_mean_absolute_error: 0.0120 - 324ms/epoch - 2ms/step
## Epoch 6/100
## 202/202 - 0s - loss: 3.4887e-04 - mean_absolute_error: 0.0121 - val_loss: 4.9476e-04 - val_mean_absolute_error: 0.0119 - 322ms/epoch - 2ms/step
## Epoch 7/100
## 202/202 - 0s - loss: 3.4250e-04 - mean_absolute_error: 0.0118 - val_loss: 4.0111e-04 - val_mean_absolute_error: 0.0111 - 323ms/epoch - 2ms/step
## Epoch 8/100
## 202/202 - 0s - loss: 3.1035e-04 - mean_absolute_error: 0.0114 - val_loss: 4.8998e-04 - val_mean_absolute_error: 0.0135 - 318ms/epoch - 2ms/step
## Epoch 9/100
## 202/202 - 0s - loss: 3.1132e-04 - mean_absolute_error: 0.0110 - val_loss: 5.4797e-04 - val_mean_absolute_error: 0.0133 - 324ms/epoch - 2ms/step
## Epoch 10/100
## 202/202 - 0s - loss: 2.9420e-04 - mean_absolute_error: 0.0110 - val_loss: 4.2353e-04 - val_mean_absolute_error: 0.0110 - 323ms/epoch - 2ms/step
## Epoch 11/100
## 202/202 - 0s - loss: 2.7499e-04 - mean_absolute_error: 0.0107 - val_loss: 4.2386e-04 - val_mean_absolute_error: 0.0111 - 320ms/epoch - 2ms/step
## Epoch 12/100
## 202/202 - 0s - loss: 2.8046e-04 - mean_absolute_error: 0.0107 - val_loss: 3.7308e-04 - val_mean_absolute_error: 0.0106 - 318ms/epoch - 2ms/step
## Epoch 13/100
## 202/202 - 0s - loss: 2.7363e-04 - mean_absolute_error: 0.0107 - val_loss: 3.7968e-04 - val_mean_absolute_error: 0.0104 - 318ms/epoch - 2ms/step
## Epoch 14/100
## 202/202 - 0s - loss: 2.5374e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0637e-04 - val_mean_absolute_error: 0.0110 - 322ms/epoch - 2ms/step
## Epoch 15/100
## 202/202 - 0s - loss: 2.4294e-04 - mean_absolute_error: 0.0102 - val_loss: 3.5954e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 16/100
## 202/202 - 0s - loss: 2.4132e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8067e-04 - val_mean_absolute_error: 0.0103 - 319ms/epoch - 2ms/step
## Epoch 17/100
## 202/202 - 0s - loss: 2.2968e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8411e-04 - val_mean_absolute_error: 0.0112 - 325ms/epoch - 2ms/step
## Epoch 18/100
## 202/202 - 0s - loss: 2.2143e-04 - mean_absolute_error: 0.0098 - val_loss: 4.4245e-04 - val_mean_absolute_error: 0.0107 - 321ms/epoch - 2ms/step
## Epoch 19/100
## 202/202 - 0s - loss: 2.3624e-04 - mean_absolute_error: 0.0101 - val_loss: 4.3540e-04 - val_mean_absolute_error: 0.0116 - 321ms/epoch - 2ms/step
## Epoch 20/100
## 202/202 - 0s - loss: 2.2833e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7629e-04 - val_mean_absolute_error: 0.0104 - 329ms/epoch - 2ms/step
## Epoch 21/100
## 202/202 - 0s - loss: 2.2791e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8689e-04 - val_mean_absolute_error: 0.0102 - 319ms/epoch - 2ms/step
## Epoch 22/100
## 202/202 - 0s - loss: 2.1166e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5298e-04 - val_mean_absolute_error: 0.0101 - 325ms/epoch - 2ms/step
## Epoch 23/100
## 202/202 - 0s - loss: 1.9721e-04 - mean_absolute_error: 0.0094 - val_loss: 4.5839e-04 - val_mean_absolute_error: 0.0107 - 321ms/epoch - 2ms/step
## Epoch 24/100
## 202/202 - 0s - loss: 2.2235e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7753e-04 - val_mean_absolute_error: 0.0102 - 325ms/epoch - 2ms/step
## Epoch 25/100
## 202/202 - 0s - loss: 2.0640e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6934e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 26/100
## 202/202 - 0s - loss: 1.9997e-04 - mean_absolute_error: 0.0094 - val_loss: 3.4931e-04 - val_mean_absolute_error: 0.0099 - 326ms/epoch - 2ms/step
## Epoch 27/100
## 202/202 - 0s - loss: 2.0830e-04 - mean_absolute_error: 0.0095 - val_loss: 4.0419e-04 - val_mean_absolute_error: 0.0106 - 318ms/epoch - 2ms/step
## Epoch 28/100
## 202/202 - 0s - loss: 2.0020e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6048e-04 - val_mean_absolute_error: 0.0103 - 319ms/epoch - 2ms/step
## Epoch 29/100
## 202/202 - 0s - loss: 1.8856e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7402e-04 - val_mean_absolute_error: 0.0103 - 316ms/epoch - 2ms/step
## Epoch 30/100
## 202/202 - 0s - loss: 1.9243e-04 - mean_absolute_error: 0.0093 - val_loss: 3.4571e-04 - val_mean_absolute_error: 0.0101 - 459ms/epoch - 2ms/step
## Epoch 31/100
## 202/202 - 0s - loss: 1.9096e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9930e-04 - val_mean_absolute_error: 0.0103 - 320ms/epoch - 2ms/step
## Epoch 32/100
## 202/202 - 0s - loss: 1.9721e-04 - mean_absolute_error: 0.0092 - val_loss: 3.5082e-04 - val_mean_absolute_error: 0.0101 - 319ms/epoch - 2ms/step
## Epoch 33/100
## 202/202 - 0s - loss: 1.9669e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7965e-04 - val_mean_absolute_error: 0.0103 - 321ms/epoch - 2ms/step
## Epoch 34/100
## 202/202 - 0s - loss: 1.8332e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5158e-04 - val_mean_absolute_error: 0.0104 - 320ms/epoch - 2ms/step
## Epoch 35/100
## 202/202 - 0s - loss: 1.8528e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7790e-04 - val_mean_absolute_error: 0.0104 - 328ms/epoch - 2ms/step
## Epoch 36/100
## 202/202 - 0s - loss: 1.8305e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9409e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 37/100
## 202/202 - 0s - loss: 1.7414e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6819e-04 - val_mean_absolute_error: 0.0100 - 330ms/epoch - 2ms/step
## Epoch 38/100
## 202/202 - 0s - loss: 1.7512e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2573e-04 - val_mean_absolute_error: 0.0103 - 318ms/epoch - 2ms/step
## Epoch 39/100
## 202/202 - 0s - loss: 1.7076e-04 - mean_absolute_error: 0.0089 - val_loss: 3.3671e-04 - val_mean_absolute_error: 0.0100 - 326ms/epoch - 2ms/step
## Epoch 40/100
## 202/202 - 0s - loss: 1.7259e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7189e-04 - val_mean_absolute_error: 0.0102 - 316ms/epoch - 2ms/step
## Epoch 41/100
## 202/202 - 0s - loss: 1.6759e-04 - mean_absolute_error: 0.0088 - val_loss: 3.4777e-04 - val_mean_absolute_error: 0.0101 - 324ms/epoch - 2ms/step
## Epoch 42/100
## 202/202 - 0s - loss: 1.6954e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5763e-04 - val_mean_absolute_error: 0.0101 - 327ms/epoch - 2ms/step
## Epoch 43/100
## 202/202 - 0s - loss: 1.6880e-04 - mean_absolute_error: 0.0088 - val_loss: 3.5380e-04 - val_mean_absolute_error: 0.0106 - 324ms/epoch - 2ms/step
## Epoch 44/100
## 202/202 - 0s - loss: 1.6542e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7016e-04 - val_mean_absolute_error: 0.0101 - 320ms/epoch - 2ms/step
## Epoch 45/100
## 202/202 - 0s - loss: 1.5935e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6140e-04 - val_mean_absolute_error: 0.0101 - 335ms/epoch - 2ms/step
## Epoch 46/100
## 202/202 - 0s - loss: 1.6443e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9828e-04 - val_mean_absolute_error: 0.0104 - 340ms/epoch - 2ms/step
## Epoch 47/100
## 202/202 - 0s - loss: 1.6014e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5929e-04 - val_mean_absolute_error: 0.0101 - 329ms/epoch - 2ms/step
## Epoch 48/100
## 202/202 - 0s - loss: 1.6258e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7675e-04 - val_mean_absolute_error: 0.0103 - 336ms/epoch - 2ms/step
## Epoch 49/100
## 202/202 - 0s - loss: 1.6128e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6816e-04 - val_mean_absolute_error: 0.0102 - 332ms/epoch - 2ms/step
## Epoch 50/100
## 202/202 - 0s - loss: 1.6195e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9526e-04 - val_mean_absolute_error: 0.0104 - 331ms/epoch - 2ms/step
## Epoch 51/100
## 202/202 - 0s - loss: 1.6159e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8405e-04 - val_mean_absolute_error: 0.0113 - 323ms/epoch - 2ms/step
## Epoch 52/100
## 202/202 - 0s - loss: 1.5619e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8563e-04 - val_mean_absolute_error: 0.0103 - 327ms/epoch - 2ms/step
## Epoch 53/100
## 202/202 - 0s - loss: 1.5966e-04 - mean_absolute_error: 0.0087 - val_loss: 4.2766e-04 - val_mean_absolute_error: 0.0106 - 331ms/epoch - 2ms/step
## Epoch 54/100
## 202/202 - 0s - loss: 1.5746e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5515e-04 - val_mean_absolute_error: 0.0103 - 332ms/epoch - 2ms/step
## Epoch 55/100
## 202/202 - 0s - loss: 1.5240e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9777e-04 - val_mean_absolute_error: 0.0108 - 333ms/epoch - 2ms/step
## Epoch 56/100
## 202/202 - 0s - loss: 1.5718e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5920e-04 - val_mean_absolute_error: 0.0101 - 339ms/epoch - 2ms/step
## Epoch 57/100
## 202/202 - 0s - loss: 1.4767e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9638e-04 - val_mean_absolute_error: 0.0103 - 323ms/epoch - 2ms/step
## Epoch 58/100
## 202/202 - 0s - loss: 1.4842e-04 - mean_absolute_error: 0.0084 - val_loss: 3.5299e-04 - val_mean_absolute_error: 0.0103 - 321ms/epoch - 2ms/step
## Epoch 59/100
## 202/202 - 0s - loss: 1.5317e-04 - mean_absolute_error: 0.0084 - val_loss: 3.2951e-04 - val_mean_absolute_error: 0.0099 - 318ms/epoch - 2ms/step
## Epoch 60/100
## 202/202 - 0s - loss: 1.5326e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6850e-04 - val_mean_absolute_error: 0.0101 - 325ms/epoch - 2ms/step
## Epoch 61/100
## 202/202 - 0s - loss: 1.4532e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6563e-04 - val_mean_absolute_error: 0.0101 - 327ms/epoch - 2ms/step
## Epoch 62/100
## 202/202 - 0s - loss: 1.5075e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0519e-04 - val_mean_absolute_error: 0.0109 - 325ms/epoch - 2ms/step
## Epoch 63/100
## 202/202 - 0s - loss: 1.4403e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6366e-04 - val_mean_absolute_error: 0.0101 - 326ms/epoch - 2ms/step
## Epoch 64/100
## 202/202 - 0s - loss: 1.3822e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7544e-04 - val_mean_absolute_error: 0.0100 - 325ms/epoch - 2ms/step
## Epoch 65/100
## 202/202 - 0s - loss: 1.4258e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6317e-04 - val_mean_absolute_error: 0.0104 - 320ms/epoch - 2ms/step
## Epoch 66/100
## 202/202 - 0s - loss: 1.4761e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9020e-04 - val_mean_absolute_error: 0.0105 - 326ms/epoch - 2ms/step
## Epoch 67/100
## 202/202 - 0s - loss: 1.3876e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9448e-04 - val_mean_absolute_error: 0.0101 - 322ms/epoch - 2ms/step
## Epoch 68/100
## 202/202 - 0s - loss: 1.4558e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8355e-04 - val_mean_absolute_error: 0.0102 - 316ms/epoch - 2ms/step
## Epoch 69/100
## 202/202 - 0s - loss: 1.4003e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9436e-04 - val_mean_absolute_error: 0.0109 - 320ms/epoch - 2ms/step
## Epoch 70/100
## 202/202 - 0s - loss: 1.3916e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6170e-04 - val_mean_absolute_error: 0.0102 - 318ms/epoch - 2ms/step
## Epoch 71/100
## 202/202 - 0s - loss: 1.4929e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9718e-04 - val_mean_absolute_error: 0.0103 - 318ms/epoch - 2ms/step
## Epoch 72/100
## 202/202 - 0s - loss: 1.3972e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8786e-04 - val_mean_absolute_error: 0.0103 - 321ms/epoch - 2ms/step
## Epoch 73/100
## 202/202 - 0s - loss: 1.3440e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7547e-04 - val_mean_absolute_error: 0.0101 - 320ms/epoch - 2ms/step
## Epoch 74/100
## 202/202 - 0s - loss: 1.3591e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7594e-04 - val_mean_absolute_error: 0.0102 - 323ms/epoch - 2ms/step
## Epoch 75/100
## 202/202 - 0s - loss: 1.4170e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8273e-04 - val_mean_absolute_error: 0.0101 - 320ms/epoch - 2ms/step
## Epoch 76/100
## 202/202 - 0s - loss: 1.3951e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0806e-04 - val_mean_absolute_error: 0.0103 - 316ms/epoch - 2ms/step
## Epoch 77/100
## 202/202 - 0s - loss: 1.4713e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6888e-04 - val_mean_absolute_error: 0.0101 - 326ms/epoch - 2ms/step
## Epoch 78/100
## 202/202 - 0s - loss: 1.3217e-04 - mean_absolute_error: 0.0080 - val_loss: 3.4016e-04 - val_mean_absolute_error: 0.0099 - 320ms/epoch - 2ms/step
## Epoch 79/100
## 202/202 - 0s - loss: 1.4250e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9549e-04 - val_mean_absolute_error: 0.0106 - 320ms/epoch - 2ms/step
## Epoch 80/100
## 202/202 - 0s - loss: 1.4235e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9294e-04 - val_mean_absolute_error: 0.0103 - 325ms/epoch - 2ms/step
## Epoch 81/100
## 202/202 - 0s - loss: 1.3448e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9195e-04 - val_mean_absolute_error: 0.0101 - 378ms/epoch - 2ms/step
## Epoch 82/100
## 202/202 - 0s - loss: 1.2697e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9649e-04 - val_mean_absolute_error: 0.0104 - 339ms/epoch - 2ms/step
## Epoch 83/100
## 202/202 - 0s - loss: 1.3853e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8816e-04 - val_mean_absolute_error: 0.0105 - 320ms/epoch - 2ms/step
## Epoch 84/100
## 202/202 - 0s - loss: 1.2823e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6198e-04 - val_mean_absolute_error: 0.0101 - 367ms/epoch - 2ms/step
## Epoch 85/100
## 202/202 - 0s - loss: 1.2910e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9234e-04 - val_mean_absolute_error: 0.0106 - 315ms/epoch - 2ms/step
## Epoch 86/100
## 202/202 - 0s - loss: 1.3088e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8503e-04 - val_mean_absolute_error: 0.0102 - 318ms/epoch - 2ms/step
## Epoch 87/100
## 202/202 - 0s - loss: 1.4114e-04 - mean_absolute_error: 0.0082 - val_loss: 3.5307e-04 - val_mean_absolute_error: 0.0101 - 319ms/epoch - 2ms/step
## Epoch 88/100
## 202/202 - 0s - loss: 1.3136e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7887e-04 - val_mean_absolute_error: 0.0105 - 328ms/epoch - 2ms/step
## Epoch 89/100
## 202/202 - 0s - loss: 1.4113e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5809e-04 - val_mean_absolute_error: 0.0100 - 360ms/epoch - 2ms/step
## Epoch 90/100
## 202/202 - 0s - loss: 1.1653e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0131e-04 - val_mean_absolute_error: 0.0108 - 321ms/epoch - 2ms/step
## Epoch 91/100
## 202/202 - 0s - loss: 1.3154e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8119e-04 - val_mean_absolute_error: 0.0112 - 325ms/epoch - 2ms/step
## Epoch 92/100
## 202/202 - 0s - loss: 1.3555e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1932e-04 - val_mean_absolute_error: 0.0108 - 366ms/epoch - 2ms/step
## Epoch 93/100
## 202/202 - 0s - loss: 1.2966e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5079e-04 - val_mean_absolute_error: 0.0107 - 323ms/epoch - 2ms/step
## Epoch 94/100
## 202/202 - 0s - loss: 1.3035e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8433e-04 - val_mean_absolute_error: 0.0102 - 321ms/epoch - 2ms/step
## Epoch 95/100
## 202/202 - 0s - loss: 1.2990e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9006e-04 - val_mean_absolute_error: 0.0100 - 368ms/epoch - 2ms/step
## Epoch 96/100
## 202/202 - 0s - loss: 1.2889e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8527e-04 - val_mean_absolute_error: 0.0102 - 325ms/epoch - 2ms/step
## Epoch 97/100
## 202/202 - 0s - loss: 1.3240e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5402e-04 - val_mean_absolute_error: 0.0100 - 326ms/epoch - 2ms/step
## Epoch 98/100
## 202/202 - 0s - loss: 1.2677e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7136e-04 - val_mean_absolute_error: 0.0101 - 323ms/epoch - 2ms/step
## Epoch 99/100
## 202/202 - 0s - loss: 1.2080e-04 - mean_absolute_error: 0.0077 - val_loss: 3.5882e-04 - val_mean_absolute_error: 0.0106 - 407ms/epoch - 2ms/step
## Epoch 100/100
## 202/202 - 0s - loss: 1.2022e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7440e-04 - val_mean_absolute_error: 0.0101 - 327ms/epoch - 2ms/step
## Epoch 1/150
## 202/202 - 1s - loss: 0.0011 - mean_absolute_error: 0.0213 - val_loss: 6.8350e-04 - val_mean_absolute_error: 0.0150 - 1s/epoch - 5ms/step
## Epoch 2/150
## 202/202 - 0s - loss: 6.1991e-04 - mean_absolute_error: 0.0159 - val_loss: 5.1133e-04 - val_mean_absolute_error: 0.0122 - 323ms/epoch - 2ms/step
## Epoch 3/150
## 202/202 - 0s - loss: 5.0470e-04 - mean_absolute_error: 0.0143 - val_loss: 5.4215e-04 - val_mean_absolute_error: 0.0134 - 317ms/epoch - 2ms/step
## Epoch 4/150
## 202/202 - 0s - loss: 4.4540e-04 - mean_absolute_error: 0.0135 - val_loss: 4.5677e-04 - val_mean_absolute_error: 0.0119 - 318ms/epoch - 2ms/step
## Epoch 5/150
## 202/202 - 0s - loss: 3.9803e-04 - mean_absolute_error: 0.0128 - val_loss: 4.3888e-04 - val_mean_absolute_error: 0.0114 - 324ms/epoch - 2ms/step
## Epoch 6/150
## 202/202 - 0s - loss: 3.7089e-04 - mean_absolute_error: 0.0122 - val_loss: 4.5378e-04 - val_mean_absolute_error: 0.0124 - 321ms/epoch - 2ms/step
## Epoch 7/150
## 202/202 - 0s - loss: 3.6250e-04 - mean_absolute_error: 0.0123 - val_loss: 4.1448e-04 - val_mean_absolute_error: 0.0110 - 335ms/epoch - 2ms/step
## Epoch 8/150
## 202/202 - 0s - loss: 3.4154e-04 - mean_absolute_error: 0.0119 - val_loss: 5.4771e-04 - val_mean_absolute_error: 0.0129 - 323ms/epoch - 2ms/step
## Epoch 9/150
## 202/202 - 0s - loss: 3.1626e-04 - mean_absolute_error: 0.0114 - val_loss: 5.4935e-04 - val_mean_absolute_error: 0.0116 - 322ms/epoch - 2ms/step
## Epoch 10/150
## 202/202 - 0s - loss: 3.1606e-04 - mean_absolute_error: 0.0114 - val_loss: 3.9221e-04 - val_mean_absolute_error: 0.0114 - 322ms/epoch - 2ms/step
## Epoch 11/150
## 202/202 - 0s - loss: 2.9249e-04 - mean_absolute_error: 0.0111 - val_loss: 3.6654e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 12/150
## 202/202 - 0s - loss: 2.8476e-04 - mean_absolute_error: 0.0111 - val_loss: 4.3918e-04 - val_mean_absolute_error: 0.0117 - 321ms/epoch - 2ms/step
## Epoch 13/150
## 202/202 - 0s - loss: 2.8151e-04 - mean_absolute_error: 0.0109 - val_loss: 4.2821e-04 - val_mean_absolute_error: 0.0106 - 320ms/epoch - 2ms/step
## Epoch 14/150
## 202/202 - 0s - loss: 3.0214e-04 - mean_absolute_error: 0.0112 - val_loss: 4.0449e-04 - val_mean_absolute_error: 0.0114 - 318ms/epoch - 2ms/step
## Epoch 15/150
## 202/202 - 0s - loss: 2.5913e-04 - mean_absolute_error: 0.0105 - val_loss: 4.0713e-04 - val_mean_absolute_error: 0.0110 - 374ms/epoch - 2ms/step
## Epoch 16/150
## 202/202 - 0s - loss: 2.5572e-04 - mean_absolute_error: 0.0105 - val_loss: 3.6787e-04 - val_mean_absolute_error: 0.0102 - 321ms/epoch - 2ms/step
## Epoch 17/150
## 202/202 - 0s - loss: 2.4792e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9547e-04 - val_mean_absolute_error: 0.0104 - 321ms/epoch - 2ms/step
## Epoch 18/150
## 202/202 - 0s - loss: 2.2988e-04 - mean_absolute_error: 0.0101 - val_loss: 3.8722e-04 - val_mean_absolute_error: 0.0109 - 322ms/epoch - 2ms/step
## Epoch 19/150
## 202/202 - 0s - loss: 2.3605e-04 - mean_absolute_error: 0.0103 - val_loss: 4.1804e-04 - val_mean_absolute_error: 0.0106 - 318ms/epoch - 2ms/step
## Epoch 20/150
## 202/202 - 0s - loss: 2.2914e-04 - mean_absolute_error: 0.0099 - val_loss: 3.6482e-04 - val_mean_absolute_error: 0.0102 - 316ms/epoch - 2ms/step
## Epoch 21/150
## 202/202 - 0s - loss: 2.2702e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9008e-04 - val_mean_absolute_error: 0.0103 - 344ms/epoch - 2ms/step
## Epoch 22/150
## 202/202 - 0s - loss: 2.2137e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0588e-04 - val_mean_absolute_error: 0.0105 - 378ms/epoch - 2ms/step
## Epoch 23/150
## 202/202 - 0s - loss: 2.1707e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9379e-04 - val_mean_absolute_error: 0.0103 - 320ms/epoch - 2ms/step
## Epoch 24/150
## 202/202 - 0s - loss: 2.1953e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9630e-04 - val_mean_absolute_error: 0.0103 - 313ms/epoch - 2ms/step
## Epoch 25/150
## 202/202 - 0s - loss: 2.0951e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8987e-04 - val_mean_absolute_error: 0.0105 - 312ms/epoch - 2ms/step
## Epoch 26/150
## 202/202 - 0s - loss: 2.2160e-04 - mean_absolute_error: 0.0098 - val_loss: 4.1193e-04 - val_mean_absolute_error: 0.0105 - 315ms/epoch - 2ms/step
## Epoch 27/150
## 202/202 - 0s - loss: 2.0874e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8319e-04 - val_mean_absolute_error: 0.0104 - 316ms/epoch - 2ms/step
## Epoch 28/150
## 202/202 - 0s - loss: 2.2784e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8688e-04 - val_mean_absolute_error: 0.0111 - 404ms/epoch - 2ms/step
## Epoch 29/150
## 202/202 - 0s - loss: 2.0263e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1259e-04 - val_mean_absolute_error: 0.0104 - 325ms/epoch - 2ms/step
## Epoch 30/150
## 202/202 - 0s - loss: 2.2021e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8755e-04 - val_mean_absolute_error: 0.0105 - 347ms/epoch - 2ms/step
## Epoch 31/150
## 202/202 - 0s - loss: 2.0550e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8930e-04 - val_mean_absolute_error: 0.0101 - 331ms/epoch - 2ms/step
## Epoch 32/150
## 202/202 - 0s - loss: 2.0470e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5080e-04 - val_mean_absolute_error: 0.0101 - 317ms/epoch - 2ms/step
## Epoch 33/150
## 202/202 - 0s - loss: 1.9239e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9444e-04 - val_mean_absolute_error: 0.0104 - 315ms/epoch - 2ms/step
## Epoch 34/150
## 202/202 - 0s - loss: 1.8304e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8027e-04 - val_mean_absolute_error: 0.0100 - 314ms/epoch - 2ms/step
## Epoch 35/150
## 202/202 - 0s - loss: 1.8469e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7248e-04 - val_mean_absolute_error: 0.0103 - 379ms/epoch - 2ms/step
## Epoch 36/150
## 202/202 - 0s - loss: 1.8715e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0421e-04 - val_mean_absolute_error: 0.0112 - 332ms/epoch - 2ms/step
## Epoch 37/150
## 202/202 - 0s - loss: 1.8282e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3577e-04 - val_mean_absolute_error: 0.0105 - 318ms/epoch - 2ms/step
## Epoch 38/150
## 202/202 - 0s - loss: 1.9031e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9116e-04 - val_mean_absolute_error: 0.0100 - 368ms/epoch - 2ms/step
## Epoch 39/150
## 202/202 - 0s - loss: 1.8642e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6149e-04 - val_mean_absolute_error: 0.0102 - 328ms/epoch - 2ms/step
## Epoch 40/150
## 202/202 - 0s - loss: 1.9077e-04 - mean_absolute_error: 0.0094 - val_loss: 3.4437e-04 - val_mean_absolute_error: 0.0099 - 358ms/epoch - 2ms/step
## Epoch 41/150
## 202/202 - 0s - loss: 1.9045e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8938e-04 - val_mean_absolute_error: 0.0102 - 319ms/epoch - 2ms/step
## Epoch 42/150
## 202/202 - 0s - loss: 1.6938e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8045e-04 - val_mean_absolute_error: 0.0100 - 365ms/epoch - 2ms/step
## Epoch 43/150
## 202/202 - 0s - loss: 1.7216e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9703e-04 - val_mean_absolute_error: 0.0102 - 321ms/epoch - 2ms/step
## Epoch 44/150
## 202/202 - 0s - loss: 1.6877e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6797e-04 - val_mean_absolute_error: 0.0102 - 319ms/epoch - 2ms/step
## Epoch 45/150
## 202/202 - 0s - loss: 1.6900e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9240e-04 - val_mean_absolute_error: 0.0103 - 324ms/epoch - 2ms/step
## Epoch 46/150
## 202/202 - 0s - loss: 1.7899e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9724e-04 - val_mean_absolute_error: 0.0109 - 363ms/epoch - 2ms/step
## Epoch 47/150
## 202/202 - 0s - loss: 1.6826e-04 - mean_absolute_error: 0.0089 - val_loss: 3.4942e-04 - val_mean_absolute_error: 0.0100 - 319ms/epoch - 2ms/step
## Epoch 48/150
## 202/202 - 0s - loss: 1.6091e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9010e-04 - val_mean_absolute_error: 0.0113 - 318ms/epoch - 2ms/step
## Epoch 49/150
## 202/202 - 0s - loss: 1.6423e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1547e-04 - val_mean_absolute_error: 0.0103 - 319ms/epoch - 2ms/step
## Epoch 50/150
## 202/202 - 0s - loss: 1.7854e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1093e-04 - val_mean_absolute_error: 0.0105 - 322ms/epoch - 2ms/step
## Epoch 51/150
## 202/202 - 0s - loss: 1.6862e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1993e-04 - val_mean_absolute_error: 0.0113 - 419ms/epoch - 2ms/step
## Epoch 52/150
## 202/202 - 0s - loss: 1.6303e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9626e-04 - val_mean_absolute_error: 0.0104 - 319ms/epoch - 2ms/step
## Epoch 53/150
## 202/202 - 0s - loss: 1.5451e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7831e-04 - val_mean_absolute_error: 0.0102 - 320ms/epoch - 2ms/step
## Epoch 54/150
## 202/202 - 0s - loss: 1.5110e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7063e-04 - val_mean_absolute_error: 0.0101 - 321ms/epoch - 2ms/step
## Epoch 55/150
## 202/202 - 0s - loss: 1.6028e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0250e-04 - val_mean_absolute_error: 0.0109 - 316ms/epoch - 2ms/step
## Epoch 56/150
## 202/202 - 0s - loss: 1.5291e-04 - mean_absolute_error: 0.0085 - val_loss: 4.4659e-04 - val_mean_absolute_error: 0.0107 - 319ms/epoch - 2ms/step
## Epoch 57/150
## 202/202 - 0s - loss: 1.5476e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2134e-04 - val_mean_absolute_error: 0.0103 - 324ms/epoch - 2ms/step
## Epoch 58/150
## 202/202 - 0s - loss: 1.5311e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0472e-04 - val_mean_absolute_error: 0.0104 - 315ms/epoch - 2ms/step
## Epoch 59/150
## 202/202 - 0s - loss: 1.6830e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9470e-04 - val_mean_absolute_error: 0.0102 - 313ms/epoch - 2ms/step
## Epoch 60/150
## 202/202 - 0s - loss: 1.5896e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0412e-04 - val_mean_absolute_error: 0.0102 - 317ms/epoch - 2ms/step
## Epoch 61/150
## 202/202 - 0s - loss: 1.4580e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8835e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 62/150
## 202/202 - 0s - loss: 1.5109e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8723e-04 - val_mean_absolute_error: 0.0100 - 338ms/epoch - 2ms/step
## Epoch 63/150
## 202/202 - 0s - loss: 1.4648e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7522e-04 - val_mean_absolute_error: 0.0101 - 320ms/epoch - 2ms/step
## Epoch 64/150
## 202/202 - 0s - loss: 1.4576e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0234e-04 - val_mean_absolute_error: 0.0103 - 314ms/epoch - 2ms/step
## Epoch 65/150
## 202/202 - 0s - loss: 1.4870e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7582e-04 - val_mean_absolute_error: 0.0100 - 315ms/epoch - 2ms/step
## Epoch 66/150
## 202/202 - 0s - loss: 1.4647e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1566e-04 - val_mean_absolute_error: 0.0109 - 315ms/epoch - 2ms/step
## Epoch 67/150
## 202/202 - 0s - loss: 1.4301e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2406e-04 - val_mean_absolute_error: 0.0107 - 316ms/epoch - 2ms/step
## Epoch 68/150
## 202/202 - 0s - loss: 1.4472e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9247e-04 - val_mean_absolute_error: 0.0106 - 314ms/epoch - 2ms/step
## Epoch 69/150
## 202/202 - 0s - loss: 1.4077e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2572e-04 - val_mean_absolute_error: 0.0108 - 321ms/epoch - 2ms/step
## Epoch 70/150
## 202/202 - 0s - loss: 1.3841e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3002e-04 - val_mean_absolute_error: 0.0102 - 323ms/epoch - 2ms/step
## Epoch 71/150
## 202/202 - 0s - loss: 1.4426e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9834e-04 - val_mean_absolute_error: 0.0103 - 317ms/epoch - 2ms/step
## Epoch 72/150
## 202/202 - 0s - loss: 1.4028e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1910e-04 - val_mean_absolute_error: 0.0104 - 320ms/epoch - 2ms/step
## Epoch 73/150
## 202/202 - 0s - loss: 1.3305e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0779e-04 - val_mean_absolute_error: 0.0101 - 370ms/epoch - 2ms/step
## Epoch 74/150
## 202/202 - 0s - loss: 1.3465e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0813e-04 - val_mean_absolute_error: 0.0110 - 366ms/epoch - 2ms/step
## Epoch 75/150
## 202/202 - 0s - loss: 1.5018e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0457e-04 - val_mean_absolute_error: 0.0107 - 326ms/epoch - 2ms/step
## Epoch 76/150
## 202/202 - 0s - loss: 1.3621e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0229e-04 - val_mean_absolute_error: 0.0107 - 352ms/epoch - 2ms/step
## Epoch 77/150
## 202/202 - 0s - loss: 1.4489e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9332e-04 - val_mean_absolute_error: 0.0108 - 321ms/epoch - 2ms/step
## Epoch 78/150
## 202/202 - 0s - loss: 1.4079e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0647e-04 - val_mean_absolute_error: 0.0108 - 324ms/epoch - 2ms/step
## Epoch 79/150
## 202/202 - 0s - loss: 1.3945e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0013e-04 - val_mean_absolute_error: 0.0108 - 325ms/epoch - 2ms/step
## Epoch 80/150
## 202/202 - 0s - loss: 1.3611e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9862e-04 - val_mean_absolute_error: 0.0125 - 367ms/epoch - 2ms/step
## Epoch 81/150
## 202/202 - 0s - loss: 1.4564e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1047e-04 - val_mean_absolute_error: 0.0103 - 323ms/epoch - 2ms/step
## Epoch 82/150
## 202/202 - 0s - loss: 1.4169e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9142e-04 - val_mean_absolute_error: 0.0103 - 321ms/epoch - 2ms/step
## Epoch 83/150
## 202/202 - 0s - loss: 1.3896e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0007e-04 - val_mean_absolute_error: 0.0106 - 415ms/epoch - 2ms/step
## Epoch 84/150
## 202/202 - 0s - loss: 1.3062e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9631e-04 - val_mean_absolute_error: 0.0104 - 323ms/epoch - 2ms/step
## Epoch 85/150
## 202/202 - 0s - loss: 1.2872e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2339e-04 - val_mean_absolute_error: 0.0115 - 362ms/epoch - 2ms/step
## Epoch 86/150
## 202/202 - 0s - loss: 1.3258e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3140e-04 - val_mean_absolute_error: 0.0112 - 316ms/epoch - 2ms/step
## Epoch 87/150
## 202/202 - 0s - loss: 1.3063e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9067e-04 - val_mean_absolute_error: 0.0107 - 323ms/epoch - 2ms/step
## Epoch 88/150
## 202/202 - 0s - loss: 1.3643e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7834e-04 - val_mean_absolute_error: 0.0100 - 317ms/epoch - 2ms/step
## Epoch 89/150
## 202/202 - 0s - loss: 1.4076e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1533e-04 - val_mean_absolute_error: 0.0117 - 363ms/epoch - 2ms/step
## Epoch 90/150
## 202/202 - 0s - loss: 1.3072e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3494e-04 - val_mean_absolute_error: 0.0122 - 314ms/epoch - 2ms/step
## Epoch 91/150
## 202/202 - 0s - loss: 1.4744e-04 - mean_absolute_error: 0.0081 - val_loss: 6.3750e-04 - val_mean_absolute_error: 0.0130 - 320ms/epoch - 2ms/step
## Epoch 92/150
## 202/202 - 0s - loss: 1.4189e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0296e-04 - val_mean_absolute_error: 0.0106 - 322ms/epoch - 2ms/step
## Epoch 93/150
## 202/202 - 0s - loss: 1.2887e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9949e-04 - val_mean_absolute_error: 0.0102 - 323ms/epoch - 2ms/step
## Epoch 94/150
## 202/202 - 0s - loss: 1.2524e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9956e-04 - val_mean_absolute_error: 0.0102 - 327ms/epoch - 2ms/step
## Epoch 95/150
## 202/202 - 0s - loss: 1.2603e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9934e-04 - val_mean_absolute_error: 0.0106 - 319ms/epoch - 2ms/step
## Epoch 96/150
## 202/202 - 0s - loss: 1.2283e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9481e-04 - val_mean_absolute_error: 0.0103 - 318ms/epoch - 2ms/step
## Epoch 97/150
## 202/202 - 0s - loss: 1.2565e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2492e-04 - val_mean_absolute_error: 0.0117 - 316ms/epoch - 2ms/step
## Epoch 98/150
## 202/202 - 0s - loss: 1.3729e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1308e-04 - val_mean_absolute_error: 0.0100 - 324ms/epoch - 2ms/step
## Epoch 99/150
## 202/202 - 0s - loss: 1.2390e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1697e-04 - val_mean_absolute_error: 0.0101 - 351ms/epoch - 2ms/step
## Epoch 100/150
## 202/202 - 0s - loss: 1.2140e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1688e-04 - val_mean_absolute_error: 0.0101 - 325ms/epoch - 2ms/step
## Epoch 101/150
## 202/202 - 0s - loss: 1.1801e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2636e-04 - val_mean_absolute_error: 0.0107 - 315ms/epoch - 2ms/step
## Epoch 102/150
## 202/202 - 0s - loss: 1.2373e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3122e-04 - val_mean_absolute_error: 0.0115 - 320ms/epoch - 2ms/step
## Epoch 103/150
## 202/202 - 0s - loss: 1.2246e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3737e-04 - val_mean_absolute_error: 0.0109 - 318ms/epoch - 2ms/step
## Epoch 104/150
## 202/202 - 0s - loss: 1.2561e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4195e-04 - val_mean_absolute_error: 0.0113 - 321ms/epoch - 2ms/step
## Epoch 105/150
## 202/202 - 0s - loss: 1.1721e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9250e-04 - val_mean_absolute_error: 0.0100 - 363ms/epoch - 2ms/step
## Epoch 106/150
## 202/202 - 0s - loss: 1.2578e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2178e-04 - val_mean_absolute_error: 0.0107 - 319ms/epoch - 2ms/step
## Epoch 107/150
## 202/202 - 0s - loss: 1.2575e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3557e-04 - val_mean_absolute_error: 0.0105 - 316ms/epoch - 2ms/step
## Epoch 108/150
## 202/202 - 0s - loss: 1.3504e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0608e-04 - val_mean_absolute_error: 0.0101 - 320ms/epoch - 2ms/step
## Epoch 109/150
## 202/202 - 0s - loss: 1.1720e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1679e-04 - val_mean_absolute_error: 0.0107 - 421ms/epoch - 2ms/step
## Epoch 110/150
## 202/202 - 0s - loss: 1.2518e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2301e-04 - val_mean_absolute_error: 0.0104 - 316ms/epoch - 2ms/step
## Epoch 111/150
## 202/202 - 0s - loss: 1.2077e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5704e-04 - val_mean_absolute_error: 0.0117 - 313ms/epoch - 2ms/step
## Epoch 112/150
## 202/202 - 0s - loss: 1.2188e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3531e-04 - val_mean_absolute_error: 0.0111 - 320ms/epoch - 2ms/step
## Epoch 113/150
## 202/202 - 0s - loss: 1.1437e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2864e-04 - val_mean_absolute_error: 0.0102 - 317ms/epoch - 2ms/step
## Epoch 114/150
## 202/202 - 0s - loss: 1.1430e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8999e-04 - val_mean_absolute_error: 0.0102 - 364ms/epoch - 2ms/step
## Epoch 115/150
## 202/202 - 0s - loss: 1.2678e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0830e-04 - val_mean_absolute_error: 0.0100 - 369ms/epoch - 2ms/step
## Epoch 116/150
## 202/202 - 0s - loss: 1.2223e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4835e-04 - val_mean_absolute_error: 0.0110 - 320ms/epoch - 2ms/step
## Epoch 117/150
## 202/202 - 0s - loss: 1.2435e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3979e-04 - val_mean_absolute_error: 0.0107 - 314ms/epoch - 2ms/step
## Epoch 118/150
## 202/202 - 0s - loss: 1.1887e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1523e-04 - val_mean_absolute_error: 0.0112 - 319ms/epoch - 2ms/step
## Epoch 119/150
## 202/202 - 0s - loss: 1.1414e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2673e-04 - val_mean_absolute_error: 0.0110 - 318ms/epoch - 2ms/step
## Epoch 120/150
## 202/202 - 0s - loss: 1.1805e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1851e-04 - val_mean_absolute_error: 0.0111 - 318ms/epoch - 2ms/step
## Epoch 121/150
## 202/202 - 0s - loss: 1.1856e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2611e-04 - val_mean_absolute_error: 0.0120 - 344ms/epoch - 2ms/step
## Epoch 122/150
## 202/202 - 0s - loss: 1.2132e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3209e-04 - val_mean_absolute_error: 0.0115 - 321ms/epoch - 2ms/step
## Epoch 123/150
## 202/202 - 0s - loss: 1.1944e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2104e-04 - val_mean_absolute_error: 0.0108 - 332ms/epoch - 2ms/step
## Epoch 124/150
## 202/202 - 0s - loss: 1.1374e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2180e-04 - val_mean_absolute_error: 0.0110 - 343ms/epoch - 2ms/step
## Epoch 125/150
## 202/202 - 0s - loss: 1.2421e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4346e-04 - val_mean_absolute_error: 0.0112 - 322ms/epoch - 2ms/step
## Epoch 126/150
## 202/202 - 0s - loss: 1.1755e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4097e-04 - val_mean_absolute_error: 0.0104 - 320ms/epoch - 2ms/step
## Epoch 127/150
## 202/202 - 0s - loss: 1.1298e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6788e-04 - val_mean_absolute_error: 0.0121 - 320ms/epoch - 2ms/step
## Epoch 128/150
## 202/202 - 0s - loss: 1.1476e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2377e-04 - val_mean_absolute_error: 0.0108 - 360ms/epoch - 2ms/step
## Epoch 129/150
## 202/202 - 0s - loss: 1.1390e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4486e-04 - val_mean_absolute_error: 0.0105 - 342ms/epoch - 2ms/step
## Epoch 130/150
## 202/202 - 0s - loss: 1.1572e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9922e-04 - val_mean_absolute_error: 0.0102 - 399ms/epoch - 2ms/step
## Epoch 131/150
## 202/202 - 0s - loss: 1.1566e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1351e-04 - val_mean_absolute_error: 0.0113 - 320ms/epoch - 2ms/step
## Epoch 132/150
## 202/202 - 0s - loss: 1.2073e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3689e-04 - val_mean_absolute_error: 0.0105 - 316ms/epoch - 2ms/step
## Epoch 133/150
## 202/202 - 0s - loss: 1.0983e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9726e-04 - val_mean_absolute_error: 0.0102 - 318ms/epoch - 2ms/step
## Epoch 134/150
## 202/202 - 0s - loss: 1.0924e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2386e-04 - val_mean_absolute_error: 0.0104 - 316ms/epoch - 2ms/step
## Epoch 135/150
## 202/202 - 0s - loss: 1.1232e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2899e-04 - val_mean_absolute_error: 0.0106 - 317ms/epoch - 2ms/step
## Epoch 136/150
## 202/202 - 0s - loss: 1.1581e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3705e-04 - val_mean_absolute_error: 0.0120 - 316ms/epoch - 2ms/step
## Epoch 137/150
## 202/202 - 0s - loss: 1.1219e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5812e-04 - val_mean_absolute_error: 0.0123 - 327ms/epoch - 2ms/step
## Epoch 138/150
## 202/202 - 0s - loss: 1.1227e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4484e-04 - val_mean_absolute_error: 0.0116 - 326ms/epoch - 2ms/step
## Epoch 139/150
## 202/202 - 0s - loss: 1.1329e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2752e-04 - val_mean_absolute_error: 0.0104 - 324ms/epoch - 2ms/step
## Epoch 140/150
## 202/202 - 0s - loss: 1.0804e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6677e-04 - val_mean_absolute_error: 0.0119 - 324ms/epoch - 2ms/step
## Epoch 141/150
## 202/202 - 0s - loss: 1.1346e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4515e-04 - val_mean_absolute_error: 0.0108 - 321ms/epoch - 2ms/step
## Epoch 142/150
## 202/202 - 0s - loss: 1.0993e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4837e-04 - val_mean_absolute_error: 0.0108 - 323ms/epoch - 2ms/step
## Epoch 143/150
## 202/202 - 0s - loss: 1.0889e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7562e-04 - val_mean_absolute_error: 0.0115 - 321ms/epoch - 2ms/step
## Epoch 144/150
## 202/202 - 0s - loss: 1.1342e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8994e-04 - val_mean_absolute_error: 0.0104 - 323ms/epoch - 2ms/step
## Epoch 145/150
## 202/202 - 0s - loss: 1.0668e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0744e-04 - val_mean_absolute_error: 0.0102 - 318ms/epoch - 2ms/step
## Epoch 146/150
## 202/202 - 0s - loss: 1.1119e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1942e-04 - val_mean_absolute_error: 0.0110 - 323ms/epoch - 2ms/step
## Epoch 147/150
## 202/202 - 0s - loss: 1.0833e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2767e-04 - val_mean_absolute_error: 0.0107 - 323ms/epoch - 2ms/step
## Epoch 148/150
## 202/202 - 0s - loss: 1.1230e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5411e-04 - val_mean_absolute_error: 0.0106 - 322ms/epoch - 2ms/step
## Epoch 149/150
## 202/202 - 0s - loss: 1.0793e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4394e-04 - val_mean_absolute_error: 0.0118 - 364ms/epoch - 2ms/step
## Epoch 150/150
## 202/202 - 0s - loss: 1.1320e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1380e-04 - val_mean_absolute_error: 0.0104 - 323ms/epoch - 2ms/step
## Epoch 1/200
## 202/202 - 1s - loss: 0.0027 - mean_absolute_error: 0.0333 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 925ms/epoch - 5ms/step
## Epoch 2/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 322ms/epoch - 2ms/step
## Epoch 3/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 358ms/epoch - 2ms/step
## Epoch 4/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 324ms/epoch - 2ms/step
## Epoch 5/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 318ms/epoch - 2ms/step
## Epoch 6/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 316ms/epoch - 2ms/step
## Epoch 7/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 321ms/epoch - 2ms/step
## Epoch 8/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 316ms/epoch - 2ms/step
## Epoch 9/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 333ms/epoch - 2ms/step
## Epoch 10/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 322ms/epoch - 2ms/step
## Epoch 11/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 321ms/epoch - 2ms/step
## Epoch 12/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 317ms/epoch - 2ms/step
## Epoch 13/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 314ms/epoch - 2ms/step
## Epoch 14/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 313ms/epoch - 2ms/step
## Epoch 15/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 323ms/epoch - 2ms/step
## Epoch 16/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 315ms/epoch - 2ms/step
## Epoch 17/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 319ms/epoch - 2ms/step
## Epoch 18/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 314ms/epoch - 2ms/step
## Epoch 19/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 320ms/epoch - 2ms/step
## Epoch 20/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 332ms/epoch - 2ms/step
## Epoch 21/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 323ms/epoch - 2ms/step
## Epoch 22/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 316ms/epoch - 2ms/step
## Epoch 23/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 317ms/epoch - 2ms/step
## Epoch 24/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 329ms/epoch - 2ms/step
## Epoch 25/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 317ms/epoch - 2ms/step
## Epoch 26/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 343ms/epoch - 2ms/step
## Epoch 27/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 319ms/epoch - 2ms/step
## Epoch 28/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 318ms/epoch - 2ms/step
## Epoch 29/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 320ms/epoch - 2ms/step
## Epoch 30/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 316ms/epoch - 2ms/step
## Epoch 31/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 320ms/epoch - 2ms/step
## Epoch 32/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 334ms/epoch - 2ms/step
## Epoch 33/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 330ms/epoch - 2ms/step
## Epoch 34/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 453ms/epoch - 2ms/step
## Epoch 35/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 324ms/epoch - 2ms/step
## Epoch 36/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 320ms/epoch - 2ms/step
## Epoch 37/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 337ms/epoch - 2ms/step
## Epoch 38/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 323ms/epoch - 2ms/step
## Epoch 39/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 322ms/epoch - 2ms/step
## Epoch 40/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 319ms/epoch - 2ms/step
## Epoch 41/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 317ms/epoch - 2ms/step
## Epoch 42/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 327ms/epoch - 2ms/step
## Epoch 43/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 330ms/epoch - 2ms/step
## Epoch 44/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 329ms/epoch - 2ms/step
## Epoch 45/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 361ms/epoch - 2ms/step
## Epoch 46/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 321ms/epoch - 2ms/step
## Epoch 47/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 319ms/epoch - 2ms/step
## Epoch 48/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 332ms/epoch - 2ms/step
## Epoch 49/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 330ms/epoch - 2ms/step
## Epoch 50/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 362ms/epoch - 2ms/step
## Epoch 51/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 314ms/epoch - 2ms/step
## Epoch 52/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 321ms/epoch - 2ms/step
## Epoch 53/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 314ms/epoch - 2ms/step
## Epoch 54/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 315ms/epoch - 2ms/step
## Epoch 55/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 316ms/epoch - 2ms/step
## Epoch 56/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 319ms/epoch - 2ms/step
## Epoch 57/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 319ms/epoch - 2ms/step
## Epoch 58/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 328ms/epoch - 2ms/step
## Epoch 59/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 333ms/epoch - 2ms/step
## Epoch 60/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 335ms/epoch - 2ms/step
## Epoch 61/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 340ms/epoch - 2ms/step
## Epoch 62/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 320ms/epoch - 2ms/step
## Epoch 63/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 318ms/epoch - 2ms/step
## Epoch 64/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 321ms/epoch - 2ms/step
## Epoch 65/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 317ms/epoch - 2ms/step
## Epoch 66/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 316ms/epoch - 2ms/step
## Epoch 67/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 319ms/epoch - 2ms/step
## Epoch 68/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 322ms/epoch - 2ms/step
## Epoch 69/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 317ms/epoch - 2ms/step
## Epoch 70/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 361ms/epoch - 2ms/step
## Epoch 71/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 314ms/epoch - 2ms/step
## Epoch 72/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0319 - 351ms/epoch - 2ms/step
## Epoch 73/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 417ms/epoch - 2ms/step
## Epoch 74/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 317ms/epoch - 2ms/step
## Epoch 75/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 317ms/epoch - 2ms/step
## Epoch 76/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 322ms/epoch - 2ms/step
## Epoch 77/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 349ms/epoch - 2ms/step
## Epoch 78/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 364ms/epoch - 2ms/step
## Epoch 79/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 321ms/epoch - 2ms/step
## Epoch 80/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 321ms/epoch - 2ms/step
## Epoch 81/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 323ms/epoch - 2ms/step
## Epoch 82/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 370ms/epoch - 2ms/step
## Epoch 83/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 329ms/epoch - 2ms/step
## Epoch 84/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 319ms/epoch - 2ms/step
## Epoch 85/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 323ms/epoch - 2ms/step
## Epoch 86/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 322ms/epoch - 2ms/step
## Epoch 87/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 314ms/epoch - 2ms/step
## Epoch 88/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 316ms/epoch - 2ms/step
## Epoch 89/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 319ms/epoch - 2ms/step
## Epoch 90/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 366ms/epoch - 2ms/step
## Epoch 91/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 318ms/epoch - 2ms/step
## Epoch 92/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 400ms/epoch - 2ms/step
## Epoch 93/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 318ms/epoch - 2ms/step
## Epoch 94/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 316ms/epoch - 2ms/step
## Epoch 95/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 318ms/epoch - 2ms/step
## Epoch 96/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 314ms/epoch - 2ms/step
## Epoch 97/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 325ms/epoch - 2ms/step
## Epoch 98/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 317ms/epoch - 2ms/step
## Epoch 99/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 396ms/epoch - 2ms/step
## Epoch 100/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 327ms/epoch - 2ms/step
## Epoch 101/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 321ms/epoch - 2ms/step
## Epoch 102/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 317ms/epoch - 2ms/step
## Epoch 103/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0318 - 314ms/epoch - 2ms/step
## Epoch 104/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 325ms/epoch - 2ms/step
## Epoch 105/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 317ms/epoch - 2ms/step
## Epoch 106/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 315ms/epoch - 2ms/step
## Epoch 107/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 323ms/epoch - 2ms/step
## Epoch 108/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 329ms/epoch - 2ms/step
## Epoch 109/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 341ms/epoch - 2ms/step
## Epoch 110/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 316ms/epoch - 2ms/step
## Epoch 111/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 314ms/epoch - 2ms/step
## Epoch 112/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 318ms/epoch - 2ms/step
## Epoch 113/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 364ms/epoch - 2ms/step
## Epoch 114/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 321ms/epoch - 2ms/step
## Epoch 115/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 323ms/epoch - 2ms/step
## Epoch 116/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 334ms/epoch - 2ms/step
## Epoch 117/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 321ms/epoch - 2ms/step
## Epoch 118/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 329ms/epoch - 2ms/step
## Epoch 119/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 314ms/epoch - 2ms/step
## Epoch 120/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 326ms/epoch - 2ms/step
## Epoch 121/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 317ms/epoch - 2ms/step
## Epoch 122/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 313ms/epoch - 2ms/step
## Epoch 123/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 320ms/epoch - 2ms/step
## Epoch 124/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 322ms/epoch - 2ms/step
## Epoch 125/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 319ms/epoch - 2ms/step
## Epoch 126/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 310ms/epoch - 2ms/step
## Epoch 127/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 320ms/epoch - 2ms/step
## Epoch 128/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 319ms/epoch - 2ms/step
## Epoch 129/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 322ms/epoch - 2ms/step
## Epoch 130/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 315ms/epoch - 2ms/step
## Epoch 131/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 327ms/epoch - 2ms/step
## Epoch 132/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 317ms/epoch - 2ms/step
## Epoch 133/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 328ms/epoch - 2ms/step
## Epoch 134/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 318ms/epoch - 2ms/step
## Epoch 135/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 322ms/epoch - 2ms/step
## Epoch 136/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 322ms/epoch - 2ms/step
## Epoch 137/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 315ms/epoch - 2ms/step
## Epoch 138/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 320ms/epoch - 2ms/step
## Epoch 139/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 327ms/epoch - 2ms/step
## Epoch 140/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 325ms/epoch - 2ms/step
## Epoch 141/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 328ms/epoch - 2ms/step
## Epoch 142/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 325ms/epoch - 2ms/step
## Epoch 143/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 316ms/epoch - 2ms/step
## Epoch 144/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 321ms/epoch - 2ms/step
## Epoch 145/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 321ms/epoch - 2ms/step
## Epoch 146/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 323ms/epoch - 2ms/step
## Epoch 147/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 316ms/epoch - 2ms/step
## Epoch 148/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 318ms/epoch - 2ms/step
## Epoch 149/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 335ms/epoch - 2ms/step
## Epoch 150/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 326ms/epoch - 2ms/step
## Epoch 151/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 334ms/epoch - 2ms/step
## Epoch 152/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 331ms/epoch - 2ms/step
## Epoch 153/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 326ms/epoch - 2ms/step
## Epoch 154/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 318ms/epoch - 2ms/step
## Epoch 155/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 326ms/epoch - 2ms/step
## Epoch 156/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 323ms/epoch - 2ms/step
## Epoch 157/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 321ms/epoch - 2ms/step
## Epoch 158/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 314ms/epoch - 2ms/step
## Epoch 159/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 316ms/epoch - 2ms/step
## Epoch 160/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 313ms/epoch - 2ms/step
## Epoch 161/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 312ms/epoch - 2ms/step
## Epoch 162/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 315ms/epoch - 2ms/step
## Epoch 163/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 314ms/epoch - 2ms/step
## Epoch 164/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 315ms/epoch - 2ms/step
## Epoch 165/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 315ms/epoch - 2ms/step
## Epoch 166/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 316ms/epoch - 2ms/step
## Epoch 167/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 317ms/epoch - 2ms/step
## Epoch 168/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 314ms/epoch - 2ms/step
## Epoch 169/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 315ms/epoch - 2ms/step
## Epoch 170/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 313ms/epoch - 2ms/step
## Epoch 171/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 314ms/epoch - 2ms/step
## Epoch 172/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 314ms/epoch - 2ms/step
## Epoch 173/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 315ms/epoch - 2ms/step
## Epoch 174/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 315ms/epoch - 2ms/step
## Epoch 175/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 314ms/epoch - 2ms/step
## Epoch 176/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 314ms/epoch - 2ms/step
## Epoch 177/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 325ms/epoch - 2ms/step
## Epoch 178/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 329ms/epoch - 2ms/step
## Epoch 179/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 329ms/epoch - 2ms/step
## Epoch 180/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 327ms/epoch - 2ms/step
## Epoch 181/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 321ms/epoch - 2ms/step
## Epoch 182/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 321ms/epoch - 2ms/step
## Epoch 183/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 315ms/epoch - 2ms/step
## Epoch 184/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 316ms/epoch - 2ms/step
## Epoch 185/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 329ms/epoch - 2ms/step
## Epoch 186/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 310ms/epoch - 2ms/step
## Epoch 187/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 320ms/epoch - 2ms/step
## Epoch 188/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 313ms/epoch - 2ms/step
## Epoch 189/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 317ms/epoch - 2ms/step
## Epoch 190/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 309ms/epoch - 2ms/step
## Epoch 191/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 311ms/epoch - 2ms/step
## Epoch 192/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 313ms/epoch - 2ms/step
## Epoch 193/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 312ms/epoch - 2ms/step
## Epoch 194/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 312ms/epoch - 2ms/step
## Epoch 195/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 311ms/epoch - 2ms/step
## Epoch 196/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 312ms/epoch - 2ms/step
## Epoch 197/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 310ms/epoch - 2ms/step
## Epoch 198/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 332ms/epoch - 2ms/step
## Epoch 199/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 312ms/epoch - 2ms/step
## Epoch 200/200
## 202/202 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 315ms/epoch - 2ms/step
## Epoch 1/250
## 202/202 - 1s - loss: 0.0025 - mean_absolute_error: 0.0325 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 965ms/epoch - 5ms/step
## Epoch 2/250
## 202/202 - 0s - loss: 0.0016 - mean_absolute_error: 0.0249 - val_loss: 6.2081e-04 - val_mean_absolute_error: 0.0137 - 325ms/epoch - 2ms/step
## Epoch 3/250
## 202/202 - 0s - loss: 5.7408e-04 - mean_absolute_error: 0.0151 - val_loss: 5.7712e-04 - val_mean_absolute_error: 0.0129 - 318ms/epoch - 2ms/step
## Epoch 4/250
## 202/202 - 0s - loss: 4.5753e-04 - mean_absolute_error: 0.0134 - val_loss: 4.5677e-04 - val_mean_absolute_error: 0.0114 - 314ms/epoch - 2ms/step
## Epoch 5/250
## 202/202 - 0s - loss: 4.3313e-04 - mean_absolute_error: 0.0131 - val_loss: 4.3658e-04 - val_mean_absolute_error: 0.0119 - 321ms/epoch - 2ms/step
## Epoch 6/250
## 202/202 - 0s - loss: 3.8772e-04 - mean_absolute_error: 0.0123 - val_loss: 4.4958e-04 - val_mean_absolute_error: 0.0110 - 314ms/epoch - 2ms/step
## Epoch 7/250
## 202/202 - 0s - loss: 3.5860e-04 - mean_absolute_error: 0.0120 - val_loss: 4.7675e-04 - val_mean_absolute_error: 0.0131 - 311ms/epoch - 2ms/step
## Epoch 8/250
## 202/202 - 0s - loss: 3.3518e-04 - mean_absolute_error: 0.0116 - val_loss: 4.1166e-04 - val_mean_absolute_error: 0.0113 - 324ms/epoch - 2ms/step
## Epoch 9/250
## 202/202 - 0s - loss: 3.1332e-04 - mean_absolute_error: 0.0112 - val_loss: 4.1717e-04 - val_mean_absolute_error: 0.0113 - 319ms/epoch - 2ms/step
## Epoch 10/250
## 202/202 - 0s - loss: 2.9571e-04 - mean_absolute_error: 0.0110 - val_loss: 4.1140e-04 - val_mean_absolute_error: 0.0115 - 315ms/epoch - 2ms/step
## Epoch 11/250
## 202/202 - 0s - loss: 3.0074e-04 - mean_absolute_error: 0.0111 - val_loss: 4.2934e-04 - val_mean_absolute_error: 0.0110 - 318ms/epoch - 2ms/step
## Epoch 12/250
## 202/202 - 0s - loss: 2.7635e-04 - mean_absolute_error: 0.0107 - val_loss: 4.0119e-04 - val_mean_absolute_error: 0.0105 - 333ms/epoch - 2ms/step
## Epoch 13/250
## 202/202 - 0s - loss: 2.8952e-04 - mean_absolute_error: 0.0109 - val_loss: 4.0614e-04 - val_mean_absolute_error: 0.0113 - 324ms/epoch - 2ms/step
## Epoch 14/250
## 202/202 - 0s - loss: 2.6747e-04 - mean_absolute_error: 0.0106 - val_loss: 4.6427e-04 - val_mean_absolute_error: 0.0115 - 308ms/epoch - 2ms/step
## Epoch 15/250
## 202/202 - 0s - loss: 2.5797e-04 - mean_absolute_error: 0.0103 - val_loss: 3.6391e-04 - val_mean_absolute_error: 0.0108 - 311ms/epoch - 2ms/step
## Epoch 16/250
## 202/202 - 0s - loss: 2.5153e-04 - mean_absolute_error: 0.0104 - val_loss: 3.6320e-04 - val_mean_absolute_error: 0.0103 - 317ms/epoch - 2ms/step
## Epoch 17/250
## 202/202 - 0s - loss: 2.4040e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8132e-04 - val_mean_absolute_error: 0.0103 - 317ms/epoch - 2ms/step
## Epoch 18/250
## 202/202 - 0s - loss: 2.4066e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8547e-04 - val_mean_absolute_error: 0.0103 - 310ms/epoch - 2ms/step
## Epoch 19/250
## 202/202 - 0s - loss: 2.2629e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8807e-04 - val_mean_absolute_error: 0.0105 - 321ms/epoch - 2ms/step
## Epoch 20/250
## 202/202 - 0s - loss: 2.2781e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7282e-04 - val_mean_absolute_error: 0.0105 - 321ms/epoch - 2ms/step
## Epoch 21/250
## 202/202 - 0s - loss: 2.3304e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8717e-04 - val_mean_absolute_error: 0.0106 - 318ms/epoch - 2ms/step
## Epoch 22/250
## 202/202 - 0s - loss: 2.2883e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0352e-04 - val_mean_absolute_error: 0.0115 - 328ms/epoch - 2ms/step
## Epoch 23/250
## 202/202 - 0s - loss: 2.1845e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8723e-04 - val_mean_absolute_error: 0.0111 - 323ms/epoch - 2ms/step
## Epoch 24/250
## 202/202 - 0s - loss: 2.1257e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0356e-04 - val_mean_absolute_error: 0.0105 - 322ms/epoch - 2ms/step
## Epoch 25/250
## 202/202 - 0s - loss: 2.0467e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7414e-04 - val_mean_absolute_error: 0.0102 - 326ms/epoch - 2ms/step
## Epoch 26/250
## 202/202 - 0s - loss: 2.0542e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9660e-04 - val_mean_absolute_error: 0.0106 - 349ms/epoch - 2ms/step
## Epoch 27/250
## 202/202 - 0s - loss: 1.8694e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9905e-04 - val_mean_absolute_error: 0.0104 - 312ms/epoch - 2ms/step
## Epoch 28/250
## 202/202 - 0s - loss: 1.9035e-04 - mean_absolute_error: 0.0094 - val_loss: 4.6295e-04 - val_mean_absolute_error: 0.0114 - 318ms/epoch - 2ms/step
## Epoch 29/250
## 202/202 - 0s - loss: 1.9991e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1609e-04 - val_mean_absolute_error: 0.0104 - 322ms/epoch - 2ms/step
## Epoch 30/250
## 202/202 - 0s - loss: 1.9202e-04 - mean_absolute_error: 0.0092 - val_loss: 4.1721e-04 - val_mean_absolute_error: 0.0112 - 322ms/epoch - 2ms/step
## Epoch 31/250
## 202/202 - 0s - loss: 1.9838e-04 - mean_absolute_error: 0.0093 - val_loss: 4.3662e-04 - val_mean_absolute_error: 0.0105 - 316ms/epoch - 2ms/step
## Epoch 32/250
## 202/202 - 0s - loss: 1.8940e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9801e-04 - val_mean_absolute_error: 0.0103 - 322ms/epoch - 2ms/step
## Epoch 33/250
## 202/202 - 0s - loss: 1.8858e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7979e-04 - val_mean_absolute_error: 0.0107 - 312ms/epoch - 2ms/step
## Epoch 34/250
## 202/202 - 0s - loss: 1.9204e-04 - mean_absolute_error: 0.0093 - val_loss: 4.5251e-04 - val_mean_absolute_error: 0.0120 - 313ms/epoch - 2ms/step
## Epoch 35/250
## 202/202 - 0s - loss: 1.7877e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7495e-04 - val_mean_absolute_error: 0.0103 - 327ms/epoch - 2ms/step
## Epoch 36/250
## 202/202 - 0s - loss: 1.7853e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7768e-04 - val_mean_absolute_error: 0.0102 - 314ms/epoch - 2ms/step
## Epoch 37/250
## 202/202 - 0s - loss: 1.8373e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8625e-04 - val_mean_absolute_error: 0.0107 - 316ms/epoch - 2ms/step
## Epoch 38/250
## 202/202 - 0s - loss: 1.7316e-04 - mean_absolute_error: 0.0091 - val_loss: 4.8665e-04 - val_mean_absolute_error: 0.0133 - 312ms/epoch - 2ms/step
## Epoch 39/250
## 202/202 - 0s - loss: 1.8369e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1486e-04 - val_mean_absolute_error: 0.0114 - 325ms/epoch - 2ms/step
## Epoch 40/250
## 202/202 - 0s - loss: 1.8433e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1417e-04 - val_mean_absolute_error: 0.0106 - 327ms/epoch - 2ms/step
## Epoch 41/250
## 202/202 - 0s - loss: 1.7830e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2173e-04 - val_mean_absolute_error: 0.0110 - 315ms/epoch - 2ms/step
## Epoch 42/250
## 202/202 - 0s - loss: 1.6454e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7925e-04 - val_mean_absolute_error: 0.0103 - 332ms/epoch - 2ms/step
## Epoch 43/250
## 202/202 - 0s - loss: 1.7353e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9169e-04 - val_mean_absolute_error: 0.0100 - 337ms/epoch - 2ms/step
## Epoch 44/250
## 202/202 - 0s - loss: 1.6710e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9735e-04 - val_mean_absolute_error: 0.0101 - 329ms/epoch - 2ms/step
## Epoch 45/250
## 202/202 - 0s - loss: 1.6928e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0437e-04 - val_mean_absolute_error: 0.0108 - 313ms/epoch - 2ms/step
## Epoch 46/250
## 202/202 - 0s - loss: 1.7057e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0880e-04 - val_mean_absolute_error: 0.0107 - 328ms/epoch - 2ms/step
## Epoch 47/250
## 202/202 - 0s - loss: 1.6061e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4124e-04 - val_mean_absolute_error: 0.0117 - 357ms/epoch - 2ms/step
## Epoch 48/250
## 202/202 - 0s - loss: 1.7089e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0171e-04 - val_mean_absolute_error: 0.0104 - 325ms/epoch - 2ms/step
## Epoch 49/250
## 202/202 - 0s - loss: 1.5742e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9547e-04 - val_mean_absolute_error: 0.0104 - 319ms/epoch - 2ms/step
## Epoch 50/250
## 202/202 - 0s - loss: 1.6802e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9983e-04 - val_mean_absolute_error: 0.0102 - 327ms/epoch - 2ms/step
## Epoch 51/250
## 202/202 - 0s - loss: 1.5216e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1628e-04 - val_mean_absolute_error: 0.0115 - 330ms/epoch - 2ms/step
## Epoch 52/250
## 202/202 - 0s - loss: 1.5710e-04 - mean_absolute_error: 0.0086 - val_loss: 4.6383e-04 - val_mean_absolute_error: 0.0114 - 327ms/epoch - 2ms/step
## Epoch 53/250
## 202/202 - 0s - loss: 1.5703e-04 - mean_absolute_error: 0.0086 - val_loss: 4.3974e-04 - val_mean_absolute_error: 0.0110 - 319ms/epoch - 2ms/step
## Epoch 54/250
## 202/202 - 0s - loss: 1.6423e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1033e-04 - val_mean_absolute_error: 0.0112 - 320ms/epoch - 2ms/step
## Epoch 55/250
## 202/202 - 0s - loss: 1.5130e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5689e-04 - val_mean_absolute_error: 0.0123 - 319ms/epoch - 2ms/step
## Epoch 56/250
## 202/202 - 0s - loss: 1.5323e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1555e-04 - val_mean_absolute_error: 0.0104 - 326ms/epoch - 2ms/step
## Epoch 57/250
## 202/202 - 0s - loss: 1.4926e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0991e-04 - val_mean_absolute_error: 0.0105 - 320ms/epoch - 2ms/step
## Epoch 58/250
## 202/202 - 0s - loss: 1.5141e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1705e-04 - val_mean_absolute_error: 0.0109 - 335ms/epoch - 2ms/step
## Epoch 59/250
## 202/202 - 0s - loss: 1.4801e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0965e-04 - val_mean_absolute_error: 0.0108 - 331ms/epoch - 2ms/step
## Epoch 60/250
## 202/202 - 0s - loss: 1.4933e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3149e-04 - val_mean_absolute_error: 0.0103 - 329ms/epoch - 2ms/step
## Epoch 61/250
## 202/202 - 0s - loss: 1.5084e-04 - mean_absolute_error: 0.0085 - val_loss: 4.6936e-04 - val_mean_absolute_error: 0.0126 - 321ms/epoch - 2ms/step
## Epoch 62/250
## 202/202 - 0s - loss: 1.4623e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1246e-04 - val_mean_absolute_error: 0.0102 - 331ms/epoch - 2ms/step
## Epoch 63/250
## 202/202 - 0s - loss: 1.4913e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2939e-04 - val_mean_absolute_error: 0.0115 - 334ms/epoch - 2ms/step
## Epoch 64/250
## 202/202 - 0s - loss: 1.4608e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4286e-04 - val_mean_absolute_error: 0.0122 - 320ms/epoch - 2ms/step
## Epoch 65/250
## 202/202 - 0s - loss: 1.4496e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3500e-04 - val_mean_absolute_error: 0.0109 - 323ms/epoch - 2ms/step
## Epoch 66/250
## 202/202 - 0s - loss: 1.5390e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4027e-04 - val_mean_absolute_error: 0.0102 - 320ms/epoch - 2ms/step
## Epoch 67/250
## 202/202 - 0s - loss: 1.4660e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5367e-04 - val_mean_absolute_error: 0.0114 - 317ms/epoch - 2ms/step
## Epoch 68/250
## 202/202 - 0s - loss: 1.4126e-04 - mean_absolute_error: 0.0083 - val_loss: 4.4228e-04 - val_mean_absolute_error: 0.0115 - 315ms/epoch - 2ms/step
## Epoch 69/250
## 202/202 - 0s - loss: 1.3731e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2420e-04 - val_mean_absolute_error: 0.0104 - 330ms/epoch - 2ms/step
## Epoch 70/250
## 202/202 - 0s - loss: 1.4129e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1072e-04 - val_mean_absolute_error: 0.0104 - 327ms/epoch - 2ms/step
## Epoch 71/250
## 202/202 - 0s - loss: 1.4410e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2883e-04 - val_mean_absolute_error: 0.0107 - 334ms/epoch - 2ms/step
## Epoch 72/250
## 202/202 - 0s - loss: 1.4381e-04 - mean_absolute_error: 0.0084 - val_loss: 4.7880e-04 - val_mean_absolute_error: 0.0120 - 319ms/epoch - 2ms/step
## Epoch 73/250
## 202/202 - 0s - loss: 1.4530e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5031e-04 - val_mean_absolute_error: 0.0119 - 326ms/epoch - 2ms/step
## Epoch 74/250
## 202/202 - 0s - loss: 1.3542e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2386e-04 - val_mean_absolute_error: 0.0106 - 326ms/epoch - 2ms/step
## Epoch 75/250
## 202/202 - 0s - loss: 1.3355e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3572e-04 - val_mean_absolute_error: 0.0112 - 316ms/epoch - 2ms/step
## Epoch 76/250
## 202/202 - 0s - loss: 1.3688e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3471e-04 - val_mean_absolute_error: 0.0108 - 320ms/epoch - 2ms/step
## Epoch 77/250
## 202/202 - 0s - loss: 1.4145e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5217e-04 - val_mean_absolute_error: 0.0123 - 329ms/epoch - 2ms/step
## Epoch 78/250
## 202/202 - 0s - loss: 1.3541e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1953e-04 - val_mean_absolute_error: 0.0106 - 322ms/epoch - 2ms/step
## Epoch 79/250
## 202/202 - 0s - loss: 1.3277e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3904e-04 - val_mean_absolute_error: 0.0115 - 318ms/epoch - 2ms/step
## Epoch 80/250
## 202/202 - 0s - loss: 1.4865e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6414e-04 - val_mean_absolute_error: 0.0113 - 327ms/epoch - 2ms/step
## Epoch 81/250
## 202/202 - 0s - loss: 1.4330e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3688e-04 - val_mean_absolute_error: 0.0117 - 343ms/epoch - 2ms/step
## Epoch 82/250
## 202/202 - 0s - loss: 1.3127e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4029e-04 - val_mean_absolute_error: 0.0106 - 330ms/epoch - 2ms/step
## Epoch 83/250
## 202/202 - 0s - loss: 1.2940e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5222e-04 - val_mean_absolute_error: 0.0113 - 326ms/epoch - 2ms/step
## Epoch 84/250
## 202/202 - 0s - loss: 1.2683e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4058e-04 - val_mean_absolute_error: 0.0112 - 323ms/epoch - 2ms/step
## Epoch 85/250
## 202/202 - 0s - loss: 1.3378e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4381e-04 - val_mean_absolute_error: 0.0108 - 322ms/epoch - 2ms/step
## Epoch 86/250
## 202/202 - 0s - loss: 1.3362e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3234e-04 - val_mean_absolute_error: 0.0101 - 326ms/epoch - 2ms/step
## Epoch 87/250
## 202/202 - 0s - loss: 1.3350e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5218e-04 - val_mean_absolute_error: 0.0107 - 318ms/epoch - 2ms/step
## Epoch 88/250
## 202/202 - 0s - loss: 1.3083e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4431e-04 - val_mean_absolute_error: 0.0108 - 329ms/epoch - 2ms/step
## Epoch 89/250
## 202/202 - 0s - loss: 1.3439e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4246e-04 - val_mean_absolute_error: 0.0115 - 316ms/epoch - 2ms/step
## Epoch 90/250
## 202/202 - 0s - loss: 1.4031e-04 - mean_absolute_error: 0.0081 - val_loss: 4.5853e-04 - val_mean_absolute_error: 0.0104 - 321ms/epoch - 2ms/step
## Epoch 91/250
## 202/202 - 0s - loss: 1.3448e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6338e-04 - val_mean_absolute_error: 0.0122 - 325ms/epoch - 2ms/step
## Epoch 92/250
## 202/202 - 0s - loss: 1.2966e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1000e-04 - val_mean_absolute_error: 0.0103 - 327ms/epoch - 2ms/step
## Epoch 93/250
## 202/202 - 0s - loss: 1.2625e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2481e-04 - val_mean_absolute_error: 0.0105 - 335ms/epoch - 2ms/step
## Epoch 94/250
## 202/202 - 0s - loss: 1.2584e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5077e-04 - val_mean_absolute_error: 0.0112 - 354ms/epoch - 2ms/step
## Epoch 95/250
## 202/202 - 0s - loss: 1.2172e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1293e-04 - val_mean_absolute_error: 0.0101 - 377ms/epoch - 2ms/step
## Epoch 96/250
## 202/202 - 0s - loss: 1.2420e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3412e-04 - val_mean_absolute_error: 0.0104 - 331ms/epoch - 2ms/step
## Epoch 97/250
## 202/202 - 0s - loss: 1.2652e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3001e-04 - val_mean_absolute_error: 0.0108 - 318ms/epoch - 2ms/step
## Epoch 98/250
## 202/202 - 0s - loss: 1.4221e-04 - mean_absolute_error: 0.0081 - val_loss: 4.5826e-04 - val_mean_absolute_error: 0.0121 - 321ms/epoch - 2ms/step
## Epoch 99/250
## 202/202 - 0s - loss: 1.2184e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4618e-04 - val_mean_absolute_error: 0.0105 - 364ms/epoch - 2ms/step
## Epoch 100/250
## 202/202 - 0s - loss: 1.1977e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4586e-04 - val_mean_absolute_error: 0.0114 - 323ms/epoch - 2ms/step
## Epoch 101/250
## 202/202 - 0s - loss: 1.2452e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5267e-04 - val_mean_absolute_error: 0.0111 - 315ms/epoch - 2ms/step
## Epoch 102/250
## 202/202 - 0s - loss: 1.2530e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3479e-04 - val_mean_absolute_error: 0.0112 - 314ms/epoch - 2ms/step
## Epoch 103/250
## 202/202 - 0s - loss: 1.2155e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3679e-04 - val_mean_absolute_error: 0.0109 - 308ms/epoch - 2ms/step
## Epoch 104/250
## 202/202 - 0s - loss: 1.2727e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2640e-04 - val_mean_absolute_error: 0.0109 - 315ms/epoch - 2ms/step
## Epoch 105/250
## 202/202 - 0s - loss: 1.1483e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3663e-04 - val_mean_absolute_error: 0.0105 - 318ms/epoch - 2ms/step
## Epoch 106/250
## 202/202 - 0s - loss: 1.3071e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4131e-04 - val_mean_absolute_error: 0.0118 - 313ms/epoch - 2ms/step
## Epoch 107/250
## 202/202 - 0s - loss: 1.2565e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4400e-04 - val_mean_absolute_error: 0.0115 - 319ms/epoch - 2ms/step
## Epoch 108/250
## 202/202 - 0s - loss: 1.1995e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5051e-04 - val_mean_absolute_error: 0.0108 - 324ms/epoch - 2ms/step
## Epoch 109/250
## 202/202 - 0s - loss: 1.1623e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5572e-04 - val_mean_absolute_error: 0.0107 - 360ms/epoch - 2ms/step
## Epoch 110/250
## 202/202 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4021e-04 - val_mean_absolute_error: 0.0108 - 319ms/epoch - 2ms/step
## Epoch 111/250
## 202/202 - 0s - loss: 1.2101e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4506e-04 - val_mean_absolute_error: 0.0114 - 351ms/epoch - 2ms/step
## Epoch 112/250
## 202/202 - 0s - loss: 1.1838e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4452e-04 - val_mean_absolute_error: 0.0120 - 321ms/epoch - 2ms/step
## Epoch 113/250
## 202/202 - 0s - loss: 1.1943e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2568e-04 - val_mean_absolute_error: 0.0112 - 320ms/epoch - 2ms/step
## Epoch 114/250
## 202/202 - 0s - loss: 1.1983e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2128e-04 - val_mean_absolute_error: 0.0112 - 315ms/epoch - 2ms/step
## Epoch 115/250
## 202/202 - 0s - loss: 1.3074e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4312e-04 - val_mean_absolute_error: 0.0108 - 323ms/epoch - 2ms/step
## Epoch 116/250
## 202/202 - 0s - loss: 1.1482e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6524e-04 - val_mean_absolute_error: 0.0114 - 321ms/epoch - 2ms/step
## Epoch 117/250
## 202/202 - 0s - loss: 1.1932e-04 - mean_absolute_error: 0.0078 - val_loss: 4.6208e-04 - val_mean_absolute_error: 0.0120 - 361ms/epoch - 2ms/step
## Epoch 118/250
## 202/202 - 0s - loss: 1.1589e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5126e-04 - val_mean_absolute_error: 0.0121 - 312ms/epoch - 2ms/step
## Epoch 119/250
## 202/202 - 0s - loss: 1.2177e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2210e-04 - val_mean_absolute_error: 0.0109 - 314ms/epoch - 2ms/step
## Epoch 120/250
## 202/202 - 0s - loss: 1.1713e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4254e-04 - val_mean_absolute_error: 0.0115 - 317ms/epoch - 2ms/step
## Epoch 121/250
## 202/202 - 0s - loss: 1.1867e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1536e-04 - val_mean_absolute_error: 0.0104 - 319ms/epoch - 2ms/step
## Epoch 122/250
## 202/202 - 0s - loss: 1.2135e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6047e-04 - val_mean_absolute_error: 0.0123 - 353ms/epoch - 2ms/step
## Epoch 123/250
## 202/202 - 0s - loss: 1.1451e-04 - mean_absolute_error: 0.0077 - val_loss: 4.8778e-04 - val_mean_absolute_error: 0.0134 - 433ms/epoch - 2ms/step
## Epoch 124/250
## 202/202 - 0s - loss: 1.1569e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6338e-04 - val_mean_absolute_error: 0.0118 - 318ms/epoch - 2ms/step
## Epoch 125/250
## 202/202 - 0s - loss: 1.2223e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6092e-04 - val_mean_absolute_error: 0.0115 - 319ms/epoch - 2ms/step
## Epoch 126/250
## 202/202 - 0s - loss: 1.1523e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4004e-04 - val_mean_absolute_error: 0.0115 - 324ms/epoch - 2ms/step
## Epoch 127/250
## 202/202 - 0s - loss: 1.1496e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1517e-04 - val_mean_absolute_error: 0.0103 - 322ms/epoch - 2ms/step
## Epoch 128/250
## 202/202 - 0s - loss: 1.0916e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2680e-04 - val_mean_absolute_error: 0.0111 - 319ms/epoch - 2ms/step
## Epoch 129/250
## 202/202 - 0s - loss: 1.1274e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4883e-04 - val_mean_absolute_error: 0.0115 - 321ms/epoch - 2ms/step
## Epoch 130/250
## 202/202 - 0s - loss: 1.1217e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1425e-04 - val_mean_absolute_error: 0.0110 - 364ms/epoch - 2ms/step
## Epoch 131/250
## 202/202 - 0s - loss: 1.1463e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4290e-04 - val_mean_absolute_error: 0.0109 - 367ms/epoch - 2ms/step
## Epoch 132/250
## 202/202 - 0s - loss: 1.1316e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6861e-04 - val_mean_absolute_error: 0.0118 - 319ms/epoch - 2ms/step
## Epoch 133/250
## 202/202 - 0s - loss: 1.1517e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3905e-04 - val_mean_absolute_error: 0.0116 - 369ms/epoch - 2ms/step
## Epoch 134/250
## 202/202 - 0s - loss: 1.1523e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3647e-04 - val_mean_absolute_error: 0.0110 - 319ms/epoch - 2ms/step
## Epoch 135/250
## 202/202 - 0s - loss: 1.1267e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6389e-04 - val_mean_absolute_error: 0.0122 - 364ms/epoch - 2ms/step
## Epoch 136/250
## 202/202 - 0s - loss: 1.2133e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6701e-04 - val_mean_absolute_error: 0.0121 - 323ms/epoch - 2ms/step
## Epoch 137/250
## 202/202 - 0s - loss: 1.1435e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4284e-04 - val_mean_absolute_error: 0.0115 - 322ms/epoch - 2ms/step
## Epoch 138/250
## 202/202 - 0s - loss: 1.1773e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4367e-04 - val_mean_absolute_error: 0.0108 - 317ms/epoch - 2ms/step
## Epoch 139/250
## 202/202 - 0s - loss: 1.1102e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3938e-04 - val_mean_absolute_error: 0.0116 - 328ms/epoch - 2ms/step
## Epoch 140/250
## 202/202 - 0s - loss: 1.1178e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4566e-04 - val_mean_absolute_error: 0.0116 - 317ms/epoch - 2ms/step
## Epoch 141/250
## 202/202 - 0s - loss: 1.1128e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3757e-04 - val_mean_absolute_error: 0.0114 - 425ms/epoch - 2ms/step
## Epoch 142/250
## 202/202 - 0s - loss: 1.0960e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4950e-04 - val_mean_absolute_error: 0.0112 - 326ms/epoch - 2ms/step
## Epoch 143/250
## 202/202 - 0s - loss: 1.0797e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2201e-04 - val_mean_absolute_error: 0.0105 - 334ms/epoch - 2ms/step
## Epoch 144/250
## 202/202 - 0s - loss: 1.1197e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3772e-04 - val_mean_absolute_error: 0.0114 - 359ms/epoch - 2ms/step
## Epoch 145/250
## 202/202 - 0s - loss: 1.1157e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2949e-04 - val_mean_absolute_error: 0.0106 - 321ms/epoch - 2ms/step
## Epoch 146/250
## 202/202 - 0s - loss: 1.0800e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5895e-04 - val_mean_absolute_error: 0.0111 - 314ms/epoch - 2ms/step
## Epoch 147/250
## 202/202 - 0s - loss: 1.0889e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3799e-04 - val_mean_absolute_error: 0.0111 - 322ms/epoch - 2ms/step
## Epoch 148/250
## 202/202 - 0s - loss: 1.0492e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4619e-04 - val_mean_absolute_error: 0.0113 - 320ms/epoch - 2ms/step
## Epoch 149/250
## 202/202 - 0s - loss: 1.1376e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6757e-04 - val_mean_absolute_error: 0.0115 - 315ms/epoch - 2ms/step
## Epoch 150/250
## 202/202 - 0s - loss: 1.1297e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7165e-04 - val_mean_absolute_error: 0.0125 - 317ms/epoch - 2ms/step
## Epoch 151/250
## 202/202 - 0s - loss: 1.1226e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4396e-04 - val_mean_absolute_error: 0.0113 - 316ms/epoch - 2ms/step
## Epoch 152/250
## 202/202 - 0s - loss: 1.1154e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5523e-04 - val_mean_absolute_error: 0.0109 - 324ms/epoch - 2ms/step
## Epoch 153/250
## 202/202 - 0s - loss: 1.0593e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3525e-04 - val_mean_absolute_error: 0.0107 - 321ms/epoch - 2ms/step
## Epoch 154/250
## 202/202 - 0s - loss: 1.0807e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5366e-04 - val_mean_absolute_error: 0.0113 - 313ms/epoch - 2ms/step
## Epoch 155/250
## 202/202 - 0s - loss: 1.0749e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7038e-04 - val_mean_absolute_error: 0.0120 - 318ms/epoch - 2ms/step
## Epoch 156/250
## 202/202 - 0s - loss: 1.0779e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7732e-04 - val_mean_absolute_error: 0.0121 - 315ms/epoch - 2ms/step
## Epoch 157/250
## 202/202 - 0s - loss: 1.0563e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8818e-04 - val_mean_absolute_error: 0.0130 - 322ms/epoch - 2ms/step
## Epoch 158/250
## 202/202 - 0s - loss: 1.0788e-04 - mean_absolute_error: 0.0074 - val_loss: 4.9591e-04 - val_mean_absolute_error: 0.0136 - 318ms/epoch - 2ms/step
## Epoch 159/250
## 202/202 - 0s - loss: 1.0453e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6615e-04 - val_mean_absolute_error: 0.0117 - 321ms/epoch - 2ms/step
## Epoch 160/250
## 202/202 - 0s - loss: 1.0894e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5285e-04 - val_mean_absolute_error: 0.0114 - 321ms/epoch - 2ms/step
## Epoch 161/250
## 202/202 - 0s - loss: 1.0619e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4447e-04 - val_mean_absolute_error: 0.0111 - 321ms/epoch - 2ms/step
## Epoch 162/250
## 202/202 - 0s - loss: 1.0778e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4096e-04 - val_mean_absolute_error: 0.0109 - 316ms/epoch - 2ms/step
## Epoch 163/250
## 202/202 - 0s - loss: 1.0882e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4468e-04 - val_mean_absolute_error: 0.0116 - 316ms/epoch - 2ms/step
## Epoch 164/250
## 202/202 - 0s - loss: 1.1792e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3668e-04 - val_mean_absolute_error: 0.0119 - 316ms/epoch - 2ms/step
## Epoch 165/250
## 202/202 - 0s - loss: 1.0483e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6857e-04 - val_mean_absolute_error: 0.0122 - 314ms/epoch - 2ms/step
## Epoch 166/250
## 202/202 - 0s - loss: 1.1175e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4144e-04 - val_mean_absolute_error: 0.0111 - 317ms/epoch - 2ms/step
## Epoch 167/250
## 202/202 - 0s - loss: 1.0112e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8917e-04 - val_mean_absolute_error: 0.0124 - 316ms/epoch - 2ms/step
## Epoch 168/250
## 202/202 - 0s - loss: 1.0069e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6969e-04 - val_mean_absolute_error: 0.0112 - 320ms/epoch - 2ms/step
## Epoch 169/250
## 202/202 - 0s - loss: 1.0830e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5283e-04 - val_mean_absolute_error: 0.0117 - 315ms/epoch - 2ms/step
## Epoch 170/250
## 202/202 - 0s - loss: 1.0715e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7920e-04 - val_mean_absolute_error: 0.0121 - 314ms/epoch - 2ms/step
## Epoch 171/250
## 202/202 - 0s - loss: 1.0570e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7339e-04 - val_mean_absolute_error: 0.0121 - 318ms/epoch - 2ms/step
## Epoch 172/250
## 202/202 - 0s - loss: 1.0014e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4885e-04 - val_mean_absolute_error: 0.0114 - 318ms/epoch - 2ms/step
## Epoch 173/250
## 202/202 - 0s - loss: 1.0456e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3895e-04 - val_mean_absolute_error: 0.0107 - 314ms/epoch - 2ms/step
## Epoch 174/250
## 202/202 - 0s - loss: 9.9920e-05 - mean_absolute_error: 0.0072 - val_loss: 4.7278e-04 - val_mean_absolute_error: 0.0118 - 318ms/epoch - 2ms/step
## Epoch 175/250
## 202/202 - 0s - loss: 1.0343e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7471e-04 - val_mean_absolute_error: 0.0115 - 322ms/epoch - 2ms/step
## Epoch 176/250
## 202/202 - 0s - loss: 1.0093e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7067e-04 - val_mean_absolute_error: 0.0111 - 314ms/epoch - 2ms/step
## Epoch 177/250
## 202/202 - 0s - loss: 1.0428e-04 - mean_absolute_error: 0.0073 - val_loss: 4.8634e-04 - val_mean_absolute_error: 0.0122 - 319ms/epoch - 2ms/step
## Epoch 178/250
## 202/202 - 0s - loss: 1.0450e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7962e-04 - val_mean_absolute_error: 0.0108 - 317ms/epoch - 2ms/step
## Epoch 179/250
## 202/202 - 0s - loss: 1.0941e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6381e-04 - val_mean_absolute_error: 0.0113 - 315ms/epoch - 2ms/step
## Epoch 180/250
## 202/202 - 0s - loss: 9.8435e-05 - mean_absolute_error: 0.0071 - val_loss: 5.0736e-04 - val_mean_absolute_error: 0.0122 - 318ms/epoch - 2ms/step
## Epoch 181/250
## 202/202 - 0s - loss: 1.0361e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7917e-04 - val_mean_absolute_error: 0.0120 - 315ms/epoch - 2ms/step
## Epoch 182/250
## 202/202 - 0s - loss: 1.0584e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6245e-04 - val_mean_absolute_error: 0.0113 - 317ms/epoch - 2ms/step
## Epoch 183/250
## 202/202 - 0s - loss: 1.0189e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4239e-04 - val_mean_absolute_error: 0.0106 - 319ms/epoch - 2ms/step
## Epoch 184/250
## 202/202 - 0s - loss: 1.0373e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7486e-04 - val_mean_absolute_error: 0.0121 - 317ms/epoch - 2ms/step
## Epoch 185/250
## 202/202 - 0s - loss: 1.0715e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8423e-04 - val_mean_absolute_error: 0.0121 - 319ms/epoch - 2ms/step
## Epoch 186/250
## 202/202 - 0s - loss: 1.0336e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7180e-04 - val_mean_absolute_error: 0.0115 - 314ms/epoch - 2ms/step
## Epoch 187/250
## 202/202 - 0s - loss: 9.9957e-05 - mean_absolute_error: 0.0072 - val_loss: 4.8133e-04 - val_mean_absolute_error: 0.0118 - 317ms/epoch - 2ms/step
## Epoch 188/250
## 202/202 - 0s - loss: 1.0243e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4429e-04 - val_mean_absolute_error: 0.0105 - 320ms/epoch - 2ms/step
## Epoch 189/250
## 202/202 - 0s - loss: 1.0155e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4807e-04 - val_mean_absolute_error: 0.0108 - 318ms/epoch - 2ms/step
## Epoch 190/250
## 202/202 - 0s - loss: 1.0397e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4457e-04 - val_mean_absolute_error: 0.0113 - 326ms/epoch - 2ms/step
## Epoch 191/250
## 202/202 - 0s - loss: 1.0187e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6130e-04 - val_mean_absolute_error: 0.0118 - 316ms/epoch - 2ms/step
## Epoch 192/250
## 202/202 - 0s - loss: 9.8345e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5435e-04 - val_mean_absolute_error: 0.0115 - 317ms/epoch - 2ms/step
## Epoch 193/250
## 202/202 - 0s - loss: 1.0072e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5761e-04 - val_mean_absolute_error: 0.0117 - 321ms/epoch - 2ms/step
## Epoch 194/250
## 202/202 - 0s - loss: 1.0100e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6282e-04 - val_mean_absolute_error: 0.0117 - 320ms/epoch - 2ms/step
## Epoch 195/250
## 202/202 - 0s - loss: 1.0068e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8876e-04 - val_mean_absolute_error: 0.0128 - 315ms/epoch - 2ms/step
## Epoch 196/250
## 202/202 - 0s - loss: 1.0032e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8580e-04 - val_mean_absolute_error: 0.0120 - 319ms/epoch - 2ms/step
## Epoch 197/250
## 202/202 - 0s - loss: 1.0304e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4020e-04 - val_mean_absolute_error: 0.0105 - 318ms/epoch - 2ms/step
## Epoch 198/250
## 202/202 - 0s - loss: 9.9776e-05 - mean_absolute_error: 0.0071 - val_loss: 4.7713e-04 - val_mean_absolute_error: 0.0117 - 319ms/epoch - 2ms/step
## Epoch 199/250
## 202/202 - 0s - loss: 1.0404e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7273e-04 - val_mean_absolute_error: 0.0119 - 322ms/epoch - 2ms/step
## Epoch 200/250
## 202/202 - 0s - loss: 9.9683e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5655e-04 - val_mean_absolute_error: 0.0109 - 320ms/epoch - 2ms/step
## Epoch 201/250
## 202/202 - 0s - loss: 9.6183e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5664e-04 - val_mean_absolute_error: 0.0105 - 317ms/epoch - 2ms/step
## Epoch 202/250
## 202/202 - 0s - loss: 9.4249e-05 - mean_absolute_error: 0.0070 - val_loss: 5.1615e-04 - val_mean_absolute_error: 0.0134 - 320ms/epoch - 2ms/step
## Epoch 203/250
## 202/202 - 0s - loss: 9.5989e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3892e-04 - val_mean_absolute_error: 0.0111 - 320ms/epoch - 2ms/step
## Epoch 204/250
## 202/202 - 0s - loss: 9.5582e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6963e-04 - val_mean_absolute_error: 0.0122 - 320ms/epoch - 2ms/step
## Epoch 205/250
## 202/202 - 0s - loss: 9.3242e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5429e-04 - val_mean_absolute_error: 0.0113 - 323ms/epoch - 2ms/step
## Epoch 206/250
## 202/202 - 0s - loss: 1.0257e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7422e-04 - val_mean_absolute_error: 0.0114 - 320ms/epoch - 2ms/step
## Epoch 207/250
## 202/202 - 0s - loss: 1.0011e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7180e-04 - val_mean_absolute_error: 0.0118 - 319ms/epoch - 2ms/step
## Epoch 208/250
## 202/202 - 0s - loss: 9.7219e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4367e-04 - val_mean_absolute_error: 0.0110 - 316ms/epoch - 2ms/step
## Epoch 209/250
## 202/202 - 0s - loss: 1.0518e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3316e-04 - val_mean_absolute_error: 0.0107 - 318ms/epoch - 2ms/step
## Epoch 210/250
## 202/202 - 0s - loss: 1.0411e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3798e-04 - val_mean_absolute_error: 0.0110 - 317ms/epoch - 2ms/step
## Epoch 211/250
## 202/202 - 0s - loss: 9.4426e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4674e-04 - val_mean_absolute_error: 0.0111 - 316ms/epoch - 2ms/step
## Epoch 212/250
## 202/202 - 0s - loss: 9.8016e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3769e-04 - val_mean_absolute_error: 0.0106 - 325ms/epoch - 2ms/step
## Epoch 213/250
## 202/202 - 0s - loss: 9.4651e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5410e-04 - val_mean_absolute_error: 0.0114 - 324ms/epoch - 2ms/step
## Epoch 214/250
## 202/202 - 0s - loss: 9.6264e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7560e-04 - val_mean_absolute_error: 0.0118 - 319ms/epoch - 2ms/step
## Epoch 215/250
## 202/202 - 0s - loss: 1.0080e-04 - mean_absolute_error: 0.0072 - val_loss: 4.9477e-04 - val_mean_absolute_error: 0.0118 - 317ms/epoch - 2ms/step
## Epoch 216/250
## 202/202 - 0s - loss: 1.0237e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7965e-04 - val_mean_absolute_error: 0.0128 - 340ms/epoch - 2ms/step
## Epoch 217/250
## 202/202 - 0s - loss: 9.6151e-05 - mean_absolute_error: 0.0071 - val_loss: 5.0266e-04 - val_mean_absolute_error: 0.0124 - 325ms/epoch - 2ms/step
## Epoch 218/250
## 202/202 - 0s - loss: 9.1847e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7998e-04 - val_mean_absolute_error: 0.0115 - 324ms/epoch - 2ms/step
## Epoch 219/250
## 202/202 - 0s - loss: 1.0436e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6893e-04 - val_mean_absolute_error: 0.0124 - 324ms/epoch - 2ms/step
## Epoch 220/250
## 202/202 - 0s - loss: 9.9791e-05 - mean_absolute_error: 0.0072 - val_loss: 4.4439e-04 - val_mean_absolute_error: 0.0108 - 325ms/epoch - 2ms/step
## Epoch 221/250
## 202/202 - 0s - loss: 9.8241e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6507e-04 - val_mean_absolute_error: 0.0114 - 323ms/epoch - 2ms/step
## Epoch 222/250
## 202/202 - 0s - loss: 9.5944e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6435e-04 - val_mean_absolute_error: 0.0114 - 327ms/epoch - 2ms/step
## Epoch 223/250
## 202/202 - 0s - loss: 9.6185e-05 - mean_absolute_error: 0.0070 - val_loss: 4.9636e-04 - val_mean_absolute_error: 0.0132 - 341ms/epoch - 2ms/step
## Epoch 224/250
## 202/202 - 0s - loss: 9.4845e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6478e-04 - val_mean_absolute_error: 0.0122 - 338ms/epoch - 2ms/step
## Epoch 225/250
## 202/202 - 0s - loss: 9.6361e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4957e-04 - val_mean_absolute_error: 0.0113 - 326ms/epoch - 2ms/step
## Epoch 226/250
## 202/202 - 0s - loss: 9.5601e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3962e-04 - val_mean_absolute_error: 0.0109 - 330ms/epoch - 2ms/step
## Epoch 227/250
## 202/202 - 0s - loss: 9.5249e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8266e-04 - val_mean_absolute_error: 0.0124 - 327ms/epoch - 2ms/step
## Epoch 228/250
## 202/202 - 0s - loss: 9.8177e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5295e-04 - val_mean_absolute_error: 0.0116 - 328ms/epoch - 2ms/step
## Epoch 229/250
## 202/202 - 0s - loss: 9.4553e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8165e-04 - val_mean_absolute_error: 0.0123 - 327ms/epoch - 2ms/step
## Epoch 230/250
## 202/202 - 0s - loss: 9.4126e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3901e-04 - val_mean_absolute_error: 0.0112 - 337ms/epoch - 2ms/step
## Epoch 231/250
## 202/202 - 0s - loss: 9.5141e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5192e-04 - val_mean_absolute_error: 0.0108 - 326ms/epoch - 2ms/step
## Epoch 232/250
## 202/202 - 0s - loss: 1.0009e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5978e-04 - val_mean_absolute_error: 0.0119 - 330ms/epoch - 2ms/step
## Epoch 233/250
## 202/202 - 0s - loss: 9.0618e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7736e-04 - val_mean_absolute_error: 0.0117 - 327ms/epoch - 2ms/step
## Epoch 234/250
## 202/202 - 0s - loss: 1.0032e-04 - mean_absolute_error: 0.0069 - val_loss: 4.9236e-04 - val_mean_absolute_error: 0.0124 - 331ms/epoch - 2ms/step
## Epoch 235/250
## 202/202 - 0s - loss: 9.7620e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4753e-04 - val_mean_absolute_error: 0.0107 - 327ms/epoch - 2ms/step
## Epoch 236/250
## 202/202 - 0s - loss: 9.7481e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7880e-04 - val_mean_absolute_error: 0.0118 - 329ms/epoch - 2ms/step
## Epoch 237/250
## 202/202 - 0s - loss: 9.1580e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5409e-04 - val_mean_absolute_error: 0.0111 - 338ms/epoch - 2ms/step
## Epoch 238/250
## 202/202 - 0s - loss: 9.3099e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4988e-04 - val_mean_absolute_error: 0.0108 - 331ms/epoch - 2ms/step
## Epoch 239/250
## 202/202 - 0s - loss: 9.0894e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5491e-04 - val_mean_absolute_error: 0.0114 - 328ms/epoch - 2ms/step
## Epoch 240/250
## 202/202 - 0s - loss: 9.2609e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6574e-04 - val_mean_absolute_error: 0.0113 - 325ms/epoch - 2ms/step
## Epoch 241/250
## 202/202 - 0s - loss: 9.0078e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5889e-04 - val_mean_absolute_error: 0.0110 - 335ms/epoch - 2ms/step
## Epoch 242/250
## 202/202 - 0s - loss: 9.6179e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4891e-04 - val_mean_absolute_error: 0.0111 - 329ms/epoch - 2ms/step
## Epoch 243/250
## 202/202 - 0s - loss: 9.3052e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6053e-04 - val_mean_absolute_error: 0.0114 - 323ms/epoch - 2ms/step
## Epoch 244/250
## 202/202 - 0s - loss: 9.2304e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4397e-04 - val_mean_absolute_error: 0.0110 - 346ms/epoch - 2ms/step
## Epoch 245/250
## 202/202 - 0s - loss: 9.4418e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6173e-04 - val_mean_absolute_error: 0.0118 - 324ms/epoch - 2ms/step
## Epoch 246/250
## 202/202 - 0s - loss: 9.0088e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6374e-04 - val_mean_absolute_error: 0.0117 - 332ms/epoch - 2ms/step
## Epoch 247/250
## 202/202 - 0s - loss: 8.7005e-05 - mean_absolute_error: 0.0068 - val_loss: 4.9147e-04 - val_mean_absolute_error: 0.0122 - 326ms/epoch - 2ms/step
## Epoch 248/250
## 202/202 - 0s - loss: 9.5259e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5906e-04 - val_mean_absolute_error: 0.0107 - 332ms/epoch - 2ms/step
## Epoch 249/250
## 202/202 - 0s - loss: 9.3275e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6370e-04 - val_mean_absolute_error: 0.0112 - 330ms/epoch - 2ms/step
## Epoch 250/250
## 202/202 - 0s - loss: 9.3164e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4732e-04 - val_mean_absolute_error: 0.0108 - 330ms/epoch - 2ms/step
## Epoch 1/50
## 173/173 - 1s - loss: 0.0012 - mean_absolute_error: 0.0221 - val_loss: 8.1817e-04 - val_mean_absolute_error: 0.0161 - 943ms/epoch - 5ms/step
## Epoch 2/50
## 173/173 - 0s - loss: 6.1683e-04 - mean_absolute_error: 0.0158 - val_loss: 5.9465e-04 - val_mean_absolute_error: 0.0126 - 272ms/epoch - 2ms/step
## Epoch 3/50
## 173/173 - 0s - loss: 4.9790e-04 - mean_absolute_error: 0.0141 - val_loss: 5.8933e-04 - val_mean_absolute_error: 0.0126 - 261ms/epoch - 2ms/step
## Epoch 4/50
## 173/173 - 0s - loss: 4.6615e-04 - mean_absolute_error: 0.0136 - val_loss: 4.8922e-04 - val_mean_absolute_error: 0.0127 - 264ms/epoch - 2ms/step
## Epoch 5/50
## 173/173 - 0s - loss: 4.0630e-04 - mean_absolute_error: 0.0126 - val_loss: 4.6699e-04 - val_mean_absolute_error: 0.0112 - 273ms/epoch - 2ms/step
## Epoch 6/50
## 173/173 - 0s - loss: 3.6884e-04 - mean_absolute_error: 0.0122 - val_loss: 5.8981e-04 - val_mean_absolute_error: 0.0133 - 269ms/epoch - 2ms/step
## Epoch 7/50
## 173/173 - 0s - loss: 3.6044e-04 - mean_absolute_error: 0.0121 - val_loss: 4.0686e-04 - val_mean_absolute_error: 0.0117 - 267ms/epoch - 2ms/step
## Epoch 8/50
## 173/173 - 0s - loss: 3.3584e-04 - mean_absolute_error: 0.0119 - val_loss: 5.1109e-04 - val_mean_absolute_error: 0.0118 - 267ms/epoch - 2ms/step
## Epoch 9/50
## 173/173 - 0s - loss: 3.2684e-04 - mean_absolute_error: 0.0117 - val_loss: 4.1644e-04 - val_mean_absolute_error: 0.0110 - 266ms/epoch - 2ms/step
## Epoch 10/50
## 173/173 - 0s - loss: 3.2164e-04 - mean_absolute_error: 0.0113 - val_loss: 3.8907e-04 - val_mean_absolute_error: 0.0107 - 269ms/epoch - 2ms/step
## Epoch 11/50
## 173/173 - 0s - loss: 3.0807e-04 - mean_absolute_error: 0.0112 - val_loss: 4.9570e-04 - val_mean_absolute_error: 0.0118 - 263ms/epoch - 2ms/step
## Epoch 12/50
## 173/173 - 0s - loss: 2.9732e-04 - mean_absolute_error: 0.0112 - val_loss: 4.6762e-04 - val_mean_absolute_error: 0.0135 - 262ms/epoch - 2ms/step
## Epoch 13/50
## 173/173 - 0s - loss: 2.6864e-04 - mean_absolute_error: 0.0107 - val_loss: 4.3508e-04 - val_mean_absolute_error: 0.0112 - 260ms/epoch - 2ms/step
## Epoch 14/50
## 173/173 - 0s - loss: 2.4921e-04 - mean_absolute_error: 0.0105 - val_loss: 4.0169e-04 - val_mean_absolute_error: 0.0106 - 263ms/epoch - 2ms/step
## Epoch 15/50
## 173/173 - 0s - loss: 2.6310e-04 - mean_absolute_error: 0.0104 - val_loss: 4.3075e-04 - val_mean_absolute_error: 0.0109 - 263ms/epoch - 2ms/step
## Epoch 16/50
## 173/173 - 0s - loss: 2.5055e-04 - mean_absolute_error: 0.0103 - val_loss: 4.4534e-04 - val_mean_absolute_error: 0.0106 - 256ms/epoch - 1ms/step
## Epoch 17/50
## 173/173 - 0s - loss: 2.4215e-04 - mean_absolute_error: 0.0102 - val_loss: 3.9011e-04 - val_mean_absolute_error: 0.0106 - 261ms/epoch - 2ms/step
## Epoch 18/50
## 173/173 - 0s - loss: 2.4343e-04 - mean_absolute_error: 0.0103 - val_loss: 4.3673e-04 - val_mean_absolute_error: 0.0108 - 262ms/epoch - 2ms/step
## Epoch 19/50
## 173/173 - 0s - loss: 2.3738e-04 - mean_absolute_error: 0.0101 - val_loss: 3.8216e-04 - val_mean_absolute_error: 0.0104 - 259ms/epoch - 1ms/step
## Epoch 20/50
## 173/173 - 0s - loss: 2.2766e-04 - mean_absolute_error: 0.0099 - val_loss: 4.3988e-04 - val_mean_absolute_error: 0.0112 - 259ms/epoch - 1ms/step
## Epoch 21/50
## 173/173 - 0s - loss: 2.2829e-04 - mean_absolute_error: 0.0101 - val_loss: 3.7009e-04 - val_mean_absolute_error: 0.0103 - 258ms/epoch - 1ms/step
## Epoch 22/50
## 173/173 - 0s - loss: 2.1831e-04 - mean_absolute_error: 0.0098 - val_loss: 4.7966e-04 - val_mean_absolute_error: 0.0108 - 258ms/epoch - 1ms/step
## Epoch 23/50
## 173/173 - 0s - loss: 2.1699e-04 - mean_absolute_error: 0.0098 - val_loss: 3.6662e-04 - val_mean_absolute_error: 0.0103 - 266ms/epoch - 2ms/step
## Epoch 24/50
## 173/173 - 0s - loss: 2.0637e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7050e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 25/50
## 173/173 - 0s - loss: 2.1944e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7390e-04 - val_mean_absolute_error: 0.0101 - 265ms/epoch - 2ms/step
## Epoch 26/50
## 173/173 - 0s - loss: 2.1119e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6058e-04 - val_mean_absolute_error: 0.0106 - 274ms/epoch - 2ms/step
## Epoch 27/50
## 173/173 - 0s - loss: 2.0916e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8870e-04 - val_mean_absolute_error: 0.0103 - 265ms/epoch - 2ms/step
## Epoch 28/50
## 173/173 - 0s - loss: 1.9566e-04 - mean_absolute_error: 0.0094 - val_loss: 4.3232e-04 - val_mean_absolute_error: 0.0111 - 256ms/epoch - 1ms/step
## Epoch 29/50
## 173/173 - 0s - loss: 2.0779e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7722e-04 - val_mean_absolute_error: 0.0102 - 266ms/epoch - 2ms/step
## Epoch 30/50
## 173/173 - 0s - loss: 2.0092e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7179e-04 - val_mean_absolute_error: 0.0106 - 260ms/epoch - 2ms/step
## Epoch 31/50
## 173/173 - 0s - loss: 2.0228e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1830e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 32/50
## 173/173 - 0s - loss: 1.8934e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2630e-04 - val_mean_absolute_error: 0.0105 - 260ms/epoch - 2ms/step
## Epoch 33/50
## 173/173 - 0s - loss: 1.7719e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0530e-04 - val_mean_absolute_error: 0.0110 - 259ms/epoch - 1ms/step
## Epoch 34/50
## 173/173 - 0s - loss: 1.9340e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7201e-04 - val_mean_absolute_error: 0.0101 - 264ms/epoch - 2ms/step
## Epoch 35/50
## 173/173 - 0s - loss: 1.7842e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6211e-04 - val_mean_absolute_error: 0.0103 - 257ms/epoch - 1ms/step
## Epoch 36/50
## 173/173 - 0s - loss: 1.7539e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5578e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 37/50
## 173/173 - 0s - loss: 1.7587e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9436e-04 - val_mean_absolute_error: 0.0101 - 265ms/epoch - 2ms/step
## Epoch 38/50
## 173/173 - 0s - loss: 1.8354e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6844e-04 - val_mean_absolute_error: 0.0102 - 259ms/epoch - 1ms/step
## Epoch 39/50
## 173/173 - 0s - loss: 1.7959e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8572e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 40/50
## 173/173 - 0s - loss: 1.7851e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2240e-04 - val_mean_absolute_error: 0.0117 - 257ms/epoch - 1ms/step
## Epoch 41/50
## 173/173 - 0s - loss: 1.7807e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7901e-04 - val_mean_absolute_error: 0.0101 - 255ms/epoch - 1ms/step
## Epoch 42/50
## 173/173 - 0s - loss: 1.7489e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8731e-04 - val_mean_absolute_error: 0.0110 - 257ms/epoch - 1ms/step
## Epoch 43/50
## 173/173 - 0s - loss: 1.7815e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9703e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 44/50
## 173/173 - 0s - loss: 1.6715e-04 - mean_absolute_error: 0.0088 - val_loss: 3.5795e-04 - val_mean_absolute_error: 0.0100 - 269ms/epoch - 2ms/step
## Epoch 45/50
## 173/173 - 0s - loss: 1.5942e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9111e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 46/50
## 173/173 - 0s - loss: 1.7051e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7088e-04 - val_mean_absolute_error: 0.0100 - 254ms/epoch - 1ms/step
## Epoch 47/50
## 173/173 - 0s - loss: 1.6824e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6823e-04 - val_mean_absolute_error: 0.0103 - 264ms/epoch - 2ms/step
## Epoch 48/50
## 173/173 - 0s - loss: 1.7295e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0157e-04 - val_mean_absolute_error: 0.0104 - 261ms/epoch - 2ms/step
## Epoch 49/50
## 173/173 - 0s - loss: 1.6521e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8914e-04 - val_mean_absolute_error: 0.0107 - 260ms/epoch - 2ms/step
## Epoch 50/50
## 173/173 - 0s - loss: 1.6222e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7858e-04 - val_mean_absolute_error: 0.0102 - 265ms/epoch - 2ms/step
## Epoch 1/100
## 173/173 - 1s - loss: 0.0013 - mean_absolute_error: 0.0225 - val_loss: 6.3300e-04 - val_mean_absolute_error: 0.0137 - 926ms/epoch - 5ms/step
## Epoch 2/100
## 173/173 - 0s - loss: 5.3182e-04 - mean_absolute_error: 0.0145 - val_loss: 4.9531e-04 - val_mean_absolute_error: 0.0125 - 267ms/epoch - 2ms/step
## Epoch 3/100
## 173/173 - 0s - loss: 4.7107e-04 - mean_absolute_error: 0.0135 - val_loss: 4.9435e-04 - val_mean_absolute_error: 0.0125 - 268ms/epoch - 2ms/step
## Epoch 4/100
## 173/173 - 0s - loss: 4.0262e-04 - mean_absolute_error: 0.0127 - val_loss: 5.2689e-04 - val_mean_absolute_error: 0.0131 - 264ms/epoch - 2ms/step
## Epoch 5/100
## 173/173 - 0s - loss: 3.6894e-04 - mean_absolute_error: 0.0122 - val_loss: 3.8690e-04 - val_mean_absolute_error: 0.0110 - 268ms/epoch - 2ms/step
## Epoch 6/100
## 173/173 - 0s - loss: 3.4514e-04 - mean_absolute_error: 0.0119 - val_loss: 4.4187e-04 - val_mean_absolute_error: 0.0111 - 264ms/epoch - 2ms/step
## Epoch 7/100
## 173/173 - 0s - loss: 3.3056e-04 - mean_absolute_error: 0.0115 - val_loss: 4.1849e-04 - val_mean_absolute_error: 0.0113 - 262ms/epoch - 2ms/step
## Epoch 8/100
## 173/173 - 0s - loss: 3.1439e-04 - mean_absolute_error: 0.0115 - val_loss: 4.7034e-04 - val_mean_absolute_error: 0.0125 - 265ms/epoch - 2ms/step
## Epoch 9/100
## 173/173 - 0s - loss: 2.9758e-04 - mean_absolute_error: 0.0110 - val_loss: 4.3182e-04 - val_mean_absolute_error: 0.0113 - 267ms/epoch - 2ms/step
## Epoch 10/100
## 173/173 - 0s - loss: 2.8950e-04 - mean_absolute_error: 0.0109 - val_loss: 4.2171e-04 - val_mean_absolute_error: 0.0110 - 270ms/epoch - 2ms/step
## Epoch 11/100
## 173/173 - 0s - loss: 2.7447e-04 - mean_absolute_error: 0.0106 - val_loss: 3.7468e-04 - val_mean_absolute_error: 0.0104 - 269ms/epoch - 2ms/step
## Epoch 12/100
## 173/173 - 0s - loss: 2.7739e-04 - mean_absolute_error: 0.0106 - val_loss: 3.5166e-04 - val_mean_absolute_error: 0.0106 - 267ms/epoch - 2ms/step
## Epoch 13/100
## 173/173 - 0s - loss: 2.4438e-04 - mean_absolute_error: 0.0102 - val_loss: 3.6667e-04 - val_mean_absolute_error: 0.0106 - 269ms/epoch - 2ms/step
## Epoch 14/100
## 173/173 - 0s - loss: 2.4058e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8955e-04 - val_mean_absolute_error: 0.0104 - 271ms/epoch - 2ms/step
## Epoch 15/100
## 173/173 - 0s - loss: 2.4759e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7456e-04 - val_mean_absolute_error: 0.0103 - 265ms/epoch - 2ms/step
## Epoch 16/100
## 173/173 - 0s - loss: 2.3205e-04 - mean_absolute_error: 0.0100 - val_loss: 3.5480e-04 - val_mean_absolute_error: 0.0104 - 267ms/epoch - 2ms/step
## Epoch 17/100
## 173/173 - 0s - loss: 2.3191e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3992e-04 - val_mean_absolute_error: 0.0107 - 263ms/epoch - 2ms/step
## Epoch 18/100
## 173/173 - 0s - loss: 2.2982e-04 - mean_absolute_error: 0.0099 - val_loss: 3.4416e-04 - val_mean_absolute_error: 0.0110 - 263ms/epoch - 2ms/step
## Epoch 19/100
## 173/173 - 0s - loss: 2.1644e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9216e-04 - val_mean_absolute_error: 0.0103 - 267ms/epoch - 2ms/step
## Epoch 20/100
## 173/173 - 0s - loss: 2.1868e-04 - mean_absolute_error: 0.0097 - val_loss: 3.3929e-04 - val_mean_absolute_error: 0.0102 - 256ms/epoch - 1ms/step
## Epoch 21/100
## 173/173 - 0s - loss: 2.1257e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5631e-04 - val_mean_absolute_error: 0.0102 - 256ms/epoch - 1ms/step
## Epoch 22/100
## 173/173 - 0s - loss: 2.1031e-04 - mean_absolute_error: 0.0097 - val_loss: 3.4192e-04 - val_mean_absolute_error: 0.0110 - 266ms/epoch - 2ms/step
## Epoch 23/100
## 173/173 - 0s - loss: 1.9943e-04 - mean_absolute_error: 0.0095 - val_loss: 3.3302e-04 - val_mean_absolute_error: 0.0099 - 267ms/epoch - 2ms/step
## Epoch 24/100
## 173/173 - 0s - loss: 2.1242e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8953e-04 - val_mean_absolute_error: 0.0106 - 256ms/epoch - 1ms/step
## Epoch 25/100
## 173/173 - 0s - loss: 2.0012e-04 - mean_absolute_error: 0.0095 - val_loss: 3.5195e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 26/100
## 173/173 - 0s - loss: 2.0355e-04 - mean_absolute_error: 0.0094 - val_loss: 3.3025e-04 - val_mean_absolute_error: 0.0099 - 270ms/epoch - 2ms/step
## Epoch 27/100
## 173/173 - 0s - loss: 1.9519e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8948e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 28/100
## 173/173 - 0s - loss: 1.9989e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6312e-04 - val_mean_absolute_error: 0.0103 - 271ms/epoch - 2ms/step
## Epoch 29/100
## 173/173 - 0s - loss: 1.9857e-04 - mean_absolute_error: 0.0093 - val_loss: 3.5669e-04 - val_mean_absolute_error: 0.0100 - 264ms/epoch - 2ms/step
## Epoch 30/100
## 173/173 - 0s - loss: 1.9227e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7184e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 31/100
## 173/173 - 0s - loss: 1.8845e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4425e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 32/100
## 173/173 - 0s - loss: 1.8743e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0010e-04 - val_mean_absolute_error: 0.0103 - 270ms/epoch - 2ms/step
## Epoch 33/100
## 173/173 - 0s - loss: 1.8582e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5225e-04 - val_mean_absolute_error: 0.0102 - 282ms/epoch - 2ms/step
## Epoch 34/100
## 173/173 - 0s - loss: 1.9345e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8236e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 35/100
## 173/173 - 0s - loss: 2.0259e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8492e-04 - val_mean_absolute_error: 0.0104 - 267ms/epoch - 2ms/step
## Epoch 36/100
## 173/173 - 0s - loss: 1.7633e-04 - mean_absolute_error: 0.0089 - val_loss: 3.4090e-04 - val_mean_absolute_error: 0.0099 - 258ms/epoch - 1ms/step
## Epoch 37/100
## 173/173 - 0s - loss: 1.7210e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6646e-04 - val_mean_absolute_error: 0.0102 - 260ms/epoch - 2ms/step
## Epoch 38/100
## 173/173 - 0s - loss: 1.7570e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5015e-04 - val_mean_absolute_error: 0.0100 - 272ms/epoch - 2ms/step
## Epoch 39/100
## 173/173 - 0s - loss: 1.7190e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7643e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 40/100
## 173/173 - 0s - loss: 1.7460e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5634e-04 - val_mean_absolute_error: 0.0099 - 261ms/epoch - 2ms/step
## Epoch 41/100
## 173/173 - 0s - loss: 1.7889e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1911e-04 - val_mean_absolute_error: 0.0108 - 261ms/epoch - 2ms/step
## Epoch 42/100
## 173/173 - 0s - loss: 1.6724e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6624e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 43/100
## 173/173 - 0s - loss: 1.7601e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6996e-04 - val_mean_absolute_error: 0.0100 - 257ms/epoch - 1ms/step
## Epoch 44/100
## 173/173 - 0s - loss: 1.7262e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0351e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 45/100
## 173/173 - 0s - loss: 1.7271e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6054e-04 - val_mean_absolute_error: 0.0100 - 257ms/epoch - 1ms/step
## Epoch 46/100
## 173/173 - 0s - loss: 1.6762e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8117e-04 - val_mean_absolute_error: 0.0100 - 259ms/epoch - 1ms/step
## Epoch 47/100
## 173/173 - 0s - loss: 1.6456e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9692e-04 - val_mean_absolute_error: 0.0104 - 263ms/epoch - 2ms/step
## Epoch 48/100
## 173/173 - 0s - loss: 1.7083e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9378e-04 - val_mean_absolute_error: 0.0101 - 260ms/epoch - 2ms/step
## Epoch 49/100
## 173/173 - 0s - loss: 1.5698e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6163e-04 - val_mean_absolute_error: 0.0098 - 260ms/epoch - 2ms/step
## Epoch 50/100
## 173/173 - 0s - loss: 1.6199e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7933e-04 - val_mean_absolute_error: 0.0099 - 267ms/epoch - 2ms/step
## Epoch 51/100
## 173/173 - 0s - loss: 1.5388e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8846e-04 - val_mean_absolute_error: 0.0100 - 259ms/epoch - 1ms/step
## Epoch 52/100
## 173/173 - 0s - loss: 1.5469e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5652e-04 - val_mean_absolute_error: 0.0099 - 263ms/epoch - 2ms/step
## Epoch 53/100
## 173/173 - 0s - loss: 1.6100e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1127e-04 - val_mean_absolute_error: 0.0115 - 261ms/epoch - 2ms/step
## Epoch 54/100
## 173/173 - 0s - loss: 1.5970e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8995e-04 - val_mean_absolute_error: 0.0105 - 262ms/epoch - 2ms/step
## Epoch 55/100
## 173/173 - 0s - loss: 1.7111e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6467e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 56/100
## 173/173 - 0s - loss: 1.5892e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0127e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 57/100
## 173/173 - 0s - loss: 1.5872e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7736e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 58/100
## 173/173 - 0s - loss: 1.5977e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8554e-04 - val_mean_absolute_error: 0.0103 - 258ms/epoch - 1ms/step
## Epoch 59/100
## 173/173 - 0s - loss: 1.5527e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6888e-04 - val_mean_absolute_error: 0.0105 - 258ms/epoch - 1ms/step
## Epoch 60/100
## 173/173 - 0s - loss: 1.5862e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8005e-04 - val_mean_absolute_error: 0.0103 - 266ms/epoch - 2ms/step
## Epoch 61/100
## 173/173 - 0s - loss: 1.4335e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7629e-04 - val_mean_absolute_error: 0.0102 - 265ms/epoch - 2ms/step
## Epoch 62/100
## 173/173 - 0s - loss: 1.6143e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9315e-04 - val_mean_absolute_error: 0.0105 - 256ms/epoch - 1ms/step
## Epoch 63/100
## 173/173 - 0s - loss: 1.4848e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7188e-04 - val_mean_absolute_error: 0.0102 - 263ms/epoch - 2ms/step
## Epoch 64/100
## 173/173 - 0s - loss: 1.4787e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7864e-04 - val_mean_absolute_error: 0.0100 - 263ms/epoch - 2ms/step
## Epoch 65/100
## 173/173 - 0s - loss: 1.4700e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6604e-04 - val_mean_absolute_error: 0.0103 - 260ms/epoch - 2ms/step
## Epoch 66/100
## 173/173 - 0s - loss: 1.5140e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8311e-04 - val_mean_absolute_error: 0.0114 - 259ms/epoch - 1ms/step
## Epoch 67/100
## 173/173 - 0s - loss: 1.4510e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6419e-04 - val_mean_absolute_error: 0.0100 - 258ms/epoch - 1ms/step
## Epoch 68/100
## 173/173 - 0s - loss: 1.4472e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8242e-04 - val_mean_absolute_error: 0.0105 - 265ms/epoch - 2ms/step
## Epoch 69/100
## 173/173 - 0s - loss: 1.5408e-04 - mean_absolute_error: 0.0084 - val_loss: 3.5712e-04 - val_mean_absolute_error: 0.0099 - 262ms/epoch - 2ms/step
## Epoch 70/100
## 173/173 - 0s - loss: 1.4393e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6954e-04 - val_mean_absolute_error: 0.0100 - 259ms/epoch - 1ms/step
## Epoch 71/100
## 173/173 - 0s - loss: 1.4235e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7619e-04 - val_mean_absolute_error: 0.0108 - 261ms/epoch - 2ms/step
## Epoch 72/100
## 173/173 - 0s - loss: 1.4217e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7564e-04 - val_mean_absolute_error: 0.0099 - 258ms/epoch - 1ms/step
## Epoch 73/100
## 173/173 - 0s - loss: 1.3542e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9157e-04 - val_mean_absolute_error: 0.0108 - 263ms/epoch - 2ms/step
## Epoch 74/100
## 173/173 - 0s - loss: 1.3870e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7977e-04 - val_mean_absolute_error: 0.0100 - 265ms/epoch - 2ms/step
## Epoch 75/100
## 173/173 - 0s - loss: 1.4173e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6572e-04 - val_mean_absolute_error: 0.0108 - 262ms/epoch - 2ms/step
## Epoch 76/100
## 173/173 - 0s - loss: 1.4335e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8454e-04 - val_mean_absolute_error: 0.0103 - 258ms/epoch - 1ms/step
## Epoch 77/100
## 173/173 - 0s - loss: 1.4087e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0053e-04 - val_mean_absolute_error: 0.0104 - 255ms/epoch - 1ms/step
## Epoch 78/100
## 173/173 - 0s - loss: 1.3890e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8042e-04 - val_mean_absolute_error: 0.0102 - 263ms/epoch - 2ms/step
## Epoch 79/100
## 173/173 - 0s - loss: 1.3515e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7934e-04 - val_mean_absolute_error: 0.0100 - 270ms/epoch - 2ms/step
## Epoch 80/100
## 173/173 - 0s - loss: 1.3091e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6695e-04 - val_mean_absolute_error: 0.0100 - 262ms/epoch - 2ms/step
## Epoch 81/100
## 173/173 - 0s - loss: 1.3476e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9764e-04 - val_mean_absolute_error: 0.0103 - 272ms/epoch - 2ms/step
## Epoch 82/100
## 173/173 - 0s - loss: 1.5249e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8753e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 1ms/step
## Epoch 83/100
## 173/173 - 0s - loss: 1.3835e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9588e-04 - val_mean_absolute_error: 0.0101 - 277ms/epoch - 2ms/step
## Epoch 84/100
## 173/173 - 0s - loss: 1.4268e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7815e-04 - val_mean_absolute_error: 0.0102 - 260ms/epoch - 2ms/step
## Epoch 85/100
## 173/173 - 0s - loss: 1.2845e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0278e-04 - val_mean_absolute_error: 0.0105 - 265ms/epoch - 2ms/step
## Epoch 86/100
## 173/173 - 0s - loss: 1.3540e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9319e-04 - val_mean_absolute_error: 0.0114 - 268ms/epoch - 2ms/step
## Epoch 87/100
## 173/173 - 0s - loss: 1.3262e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0558e-04 - val_mean_absolute_error: 0.0105 - 271ms/epoch - 2ms/step
## Epoch 88/100
## 173/173 - 0s - loss: 1.3130e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0064e-04 - val_mean_absolute_error: 0.0107 - 258ms/epoch - 1ms/step
## Epoch 89/100
## 173/173 - 0s - loss: 1.2608e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6724e-04 - val_mean_absolute_error: 0.0106 - 272ms/epoch - 2ms/step
## Epoch 90/100
## 173/173 - 0s - loss: 1.3348e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0263e-04 - val_mean_absolute_error: 0.0101 - 267ms/epoch - 2ms/step
## Epoch 91/100
## 173/173 - 0s - loss: 1.2848e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0891e-04 - val_mean_absolute_error: 0.0105 - 270ms/epoch - 2ms/step
## Epoch 92/100
## 173/173 - 0s - loss: 1.4599e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0007e-04 - val_mean_absolute_error: 0.0105 - 270ms/epoch - 2ms/step
## Epoch 93/100
## 173/173 - 0s - loss: 1.2778e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0115e-04 - val_mean_absolute_error: 0.0104 - 269ms/epoch - 2ms/step
## Epoch 94/100
## 173/173 - 0s - loss: 1.2640e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7961e-04 - val_mean_absolute_error: 0.0099 - 258ms/epoch - 1ms/step
## Epoch 95/100
## 173/173 - 0s - loss: 1.3896e-04 - mean_absolute_error: 0.0080 - val_loss: 3.6471e-04 - val_mean_absolute_error: 0.0101 - 251ms/epoch - 1ms/step
## Epoch 96/100
## 173/173 - 0s - loss: 1.3978e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8013e-04 - val_mean_absolute_error: 0.0098 - 269ms/epoch - 2ms/step
## Epoch 97/100
## 173/173 - 0s - loss: 1.3243e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8520e-04 - val_mean_absolute_error: 0.0100 - 268ms/epoch - 2ms/step
## Epoch 98/100
## 173/173 - 0s - loss: 1.3058e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7793e-04 - val_mean_absolute_error: 0.0108 - 270ms/epoch - 2ms/step
## Epoch 99/100
## 173/173 - 0s - loss: 1.3341e-04 - mean_absolute_error: 0.0079 - val_loss: 4.7163e-04 - val_mean_absolute_error: 0.0106 - 281ms/epoch - 2ms/step
## Epoch 100/100
## 173/173 - 0s - loss: 1.2700e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8917e-04 - val_mean_absolute_error: 0.0104 - 258ms/epoch - 1ms/step
## Epoch 1/150
## 173/173 - 1s - loss: 0.0017 - mean_absolute_error: 0.0259 - val_loss: 7.2332e-04 - val_mean_absolute_error: 0.0142 - 923ms/epoch - 5ms/step
## Epoch 2/150
## 173/173 - 0s - loss: 6.0354e-04 - mean_absolute_error: 0.0154 - val_loss: 5.4990e-04 - val_mean_absolute_error: 0.0129 - 273ms/epoch - 2ms/step
## Epoch 3/150
## 173/173 - 0s - loss: 5.0746e-04 - mean_absolute_error: 0.0142 - val_loss: 5.3812e-04 - val_mean_absolute_error: 0.0121 - 268ms/epoch - 2ms/step
## Epoch 4/150
## 173/173 - 0s - loss: 4.5968e-04 - mean_absolute_error: 0.0133 - val_loss: 4.4343e-04 - val_mean_absolute_error: 0.0113 - 274ms/epoch - 2ms/step
## Epoch 5/150
## 173/173 - 0s - loss: 3.9723e-04 - mean_absolute_error: 0.0126 - val_loss: 4.4896e-04 - val_mean_absolute_error: 0.0113 - 266ms/epoch - 2ms/step
## Epoch 6/150
## 173/173 - 0s - loss: 3.6828e-04 - mean_absolute_error: 0.0122 - val_loss: 5.8590e-04 - val_mean_absolute_error: 0.0137 - 267ms/epoch - 2ms/step
## Epoch 7/150
## 173/173 - 0s - loss: 3.5485e-04 - mean_absolute_error: 0.0120 - val_loss: 4.4779e-04 - val_mean_absolute_error: 0.0113 - 262ms/epoch - 2ms/step
## Epoch 8/150
## 173/173 - 0s - loss: 3.3082e-04 - mean_absolute_error: 0.0117 - val_loss: 4.0329e-04 - val_mean_absolute_error: 0.0110 - 261ms/epoch - 2ms/step
## Epoch 9/150
## 173/173 - 0s - loss: 3.1356e-04 - mean_absolute_error: 0.0113 - val_loss: 4.5222e-04 - val_mean_absolute_error: 0.0118 - 269ms/epoch - 2ms/step
## Epoch 10/150
## 173/173 - 0s - loss: 3.0961e-04 - mean_absolute_error: 0.0112 - val_loss: 4.3476e-04 - val_mean_absolute_error: 0.0109 - 273ms/epoch - 2ms/step
## Epoch 11/150
## 173/173 - 0s - loss: 2.9041e-04 - mean_absolute_error: 0.0108 - val_loss: 3.9491e-04 - val_mean_absolute_error: 0.0107 - 269ms/epoch - 2ms/step
## Epoch 12/150
## 173/173 - 0s - loss: 2.8570e-04 - mean_absolute_error: 0.0109 - val_loss: 4.6865e-04 - val_mean_absolute_error: 0.0113 - 268ms/epoch - 2ms/step
## Epoch 13/150
## 173/173 - 0s - loss: 2.8247e-04 - mean_absolute_error: 0.0107 - val_loss: 4.4972e-04 - val_mean_absolute_error: 0.0109 - 270ms/epoch - 2ms/step
## Epoch 14/150
## 173/173 - 0s - loss: 2.6650e-04 - mean_absolute_error: 0.0106 - val_loss: 3.9223e-04 - val_mean_absolute_error: 0.0104 - 268ms/epoch - 2ms/step
## Epoch 15/150
## 173/173 - 0s - loss: 2.5478e-04 - mean_absolute_error: 0.0105 - val_loss: 4.3077e-04 - val_mean_absolute_error: 0.0108 - 270ms/epoch - 2ms/step
## Epoch 16/150
## 173/173 - 0s - loss: 2.4546e-04 - mean_absolute_error: 0.0103 - val_loss: 3.9923e-04 - val_mean_absolute_error: 0.0110 - 275ms/epoch - 2ms/step
## Epoch 17/150
## 173/173 - 0s - loss: 2.4804e-04 - mean_absolute_error: 0.0103 - val_loss: 4.7920e-04 - val_mean_absolute_error: 0.0114 - 258ms/epoch - 1ms/step
## Epoch 18/150
## 173/173 - 0s - loss: 2.4546e-04 - mean_absolute_error: 0.0102 - val_loss: 4.2756e-04 - val_mean_absolute_error: 0.0107 - 264ms/epoch - 2ms/step
## Epoch 19/150
## 173/173 - 0s - loss: 2.4251e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0829e-04 - val_mean_absolute_error: 0.0104 - 276ms/epoch - 2ms/step
## Epoch 20/150
## 173/173 - 0s - loss: 2.3499e-04 - mean_absolute_error: 0.0101 - val_loss: 4.9393e-04 - val_mean_absolute_error: 0.0124 - 276ms/epoch - 2ms/step
## Epoch 21/150
## 173/173 - 0s - loss: 2.3416e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9231e-04 - val_mean_absolute_error: 0.0104 - 267ms/epoch - 2ms/step
## Epoch 22/150
## 173/173 - 0s - loss: 2.2099e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7081e-04 - val_mean_absolute_error: 0.0102 - 271ms/epoch - 2ms/step
## Epoch 23/150
## 173/173 - 0s - loss: 2.1771e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7527e-04 - val_mean_absolute_error: 0.0102 - 264ms/epoch - 2ms/step
## Epoch 24/150
## 173/173 - 0s - loss: 2.1164e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5518e-04 - val_mean_absolute_error: 0.0102 - 269ms/epoch - 2ms/step
## Epoch 25/150
## 173/173 - 0s - loss: 2.2255e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9512e-04 - val_mean_absolute_error: 0.0104 - 273ms/epoch - 2ms/step
## Epoch 26/150
## 173/173 - 0s - loss: 2.1799e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5663e-04 - val_mean_absolute_error: 0.0102 - 259ms/epoch - 1ms/step
## Epoch 27/150
## 173/173 - 0s - loss: 2.0178e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8194e-04 - val_mean_absolute_error: 0.0103 - 271ms/epoch - 2ms/step
## Epoch 28/150
## 173/173 - 0s - loss: 1.8795e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8856e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 29/150
## 173/173 - 0s - loss: 2.0484e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7647e-04 - val_mean_absolute_error: 0.0101 - 266ms/epoch - 2ms/step
## Epoch 30/150
## 173/173 - 0s - loss: 1.8714e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7994e-04 - val_mean_absolute_error: 0.0101 - 269ms/epoch - 2ms/step
## Epoch 31/150
## 173/173 - 0s - loss: 2.0196e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6457e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 32/150
## 173/173 - 0s - loss: 1.8672e-04 - mean_absolute_error: 0.0092 - val_loss: 3.5975e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 33/150
## 173/173 - 0s - loss: 1.9022e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9469e-04 - val_mean_absolute_error: 0.0101 - 277ms/epoch - 2ms/step
## Epoch 34/150
## 173/173 - 0s - loss: 1.9470e-04 - mean_absolute_error: 0.0094 - val_loss: 4.3792e-04 - val_mean_absolute_error: 0.0113 - 259ms/epoch - 1ms/step
## Epoch 35/150
## 173/173 - 0s - loss: 1.9366e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6650e-04 - val_mean_absolute_error: 0.0101 - 255ms/epoch - 1ms/step
## Epoch 36/150
## 173/173 - 0s - loss: 1.8773e-04 - mean_absolute_error: 0.0092 - val_loss: 3.5702e-04 - val_mean_absolute_error: 0.0098 - 264ms/epoch - 2ms/step
## Epoch 37/150
## 173/173 - 0s - loss: 1.9298e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8131e-04 - val_mean_absolute_error: 0.0100 - 258ms/epoch - 1ms/step
## Epoch 38/150
## 173/173 - 0s - loss: 1.8841e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7634e-04 - val_mean_absolute_error: 0.0107 - 257ms/epoch - 1ms/step
## Epoch 39/150
## 173/173 - 0s - loss: 1.7680e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1629e-04 - val_mean_absolute_error: 0.0106 - 264ms/epoch - 2ms/step
## Epoch 40/150
## 173/173 - 0s - loss: 1.7634e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8534e-04 - val_mean_absolute_error: 0.0102 - 270ms/epoch - 2ms/step
## Epoch 41/150
## 173/173 - 0s - loss: 1.8272e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0666e-04 - val_mean_absolute_error: 0.0104 - 257ms/epoch - 1ms/step
## Epoch 42/150
## 173/173 - 0s - loss: 1.7918e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0003e-04 - val_mean_absolute_error: 0.0106 - 261ms/epoch - 2ms/step
## Epoch 43/150
## 173/173 - 0s - loss: 1.8420e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8527e-04 - val_mean_absolute_error: 0.0100 - 268ms/epoch - 2ms/step
## Epoch 44/150
## 173/173 - 0s - loss: 1.6845e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5734e-04 - val_mean_absolute_error: 0.0101 - 272ms/epoch - 2ms/step
## Epoch 45/150
## 173/173 - 0s - loss: 1.7584e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7875e-04 - val_mean_absolute_error: 0.0100 - 261ms/epoch - 2ms/step
## Epoch 46/150
## 173/173 - 0s - loss: 1.7038e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6683e-04 - val_mean_absolute_error: 0.0100 - 268ms/epoch - 2ms/step
## Epoch 47/150
## 173/173 - 0s - loss: 1.6774e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4416e-04 - val_mean_absolute_error: 0.0101 - 272ms/epoch - 2ms/step
## Epoch 48/150
## 173/173 - 0s - loss: 1.7017e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2611e-04 - val_mean_absolute_error: 0.0103 - 270ms/epoch - 2ms/step
## Epoch 49/150
## 173/173 - 0s - loss: 1.6465e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7311e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 50/150
## 173/173 - 0s - loss: 1.6455e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6532e-04 - val_mean_absolute_error: 0.0102 - 269ms/epoch - 2ms/step
## Epoch 51/150
## 173/173 - 0s - loss: 1.6454e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9830e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 52/150
## 173/173 - 0s - loss: 1.6935e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8326e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 53/150
## 173/173 - 0s - loss: 1.6166e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9710e-04 - val_mean_absolute_error: 0.0102 - 255ms/epoch - 1ms/step
## Epoch 54/150
## 173/173 - 0s - loss: 1.5422e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8198e-04 - val_mean_absolute_error: 0.0104 - 261ms/epoch - 2ms/step
## Epoch 55/150
## 173/173 - 0s - loss: 1.6615e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9274e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 56/150
## 173/173 - 0s - loss: 1.6246e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7829e-04 - val_mean_absolute_error: 0.0102 - 270ms/epoch - 2ms/step
## Epoch 57/150
## 173/173 - 0s - loss: 1.6128e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1052e-04 - val_mean_absolute_error: 0.0100 - 265ms/epoch - 2ms/step
## Epoch 58/150
## 173/173 - 0s - loss: 1.5156e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7266e-04 - val_mean_absolute_error: 0.0100 - 268ms/epoch - 2ms/step
## Epoch 59/150
## 173/173 - 0s - loss: 1.5467e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8193e-04 - val_mean_absolute_error: 0.0105 - 266ms/epoch - 2ms/step
## Epoch 60/150
## 173/173 - 0s - loss: 1.5744e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8368e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 61/150
## 173/173 - 0s - loss: 1.5235e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0456e-04 - val_mean_absolute_error: 0.0112 - 264ms/epoch - 2ms/step
## Epoch 62/150
## 173/173 - 0s - loss: 1.5431e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6613e-04 - val_mean_absolute_error: 0.0104 - 268ms/epoch - 2ms/step
## Epoch 63/150
## 173/173 - 0s - loss: 1.5114e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7822e-04 - val_mean_absolute_error: 0.0099 - 267ms/epoch - 2ms/step
## Epoch 64/150
## 173/173 - 0s - loss: 1.5040e-04 - mean_absolute_error: 0.0084 - val_loss: 3.5539e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 65/150
## 173/173 - 0s - loss: 1.5576e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7620e-04 - val_mean_absolute_error: 0.0104 - 260ms/epoch - 2ms/step
## Epoch 66/150
## 173/173 - 0s - loss: 1.4580e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6001e-04 - val_mean_absolute_error: 0.0098 - 273ms/epoch - 2ms/step
## Epoch 67/150
## 173/173 - 0s - loss: 1.5533e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7119e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 68/150
## 173/173 - 0s - loss: 1.4583e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0201e-04 - val_mean_absolute_error: 0.0101 - 274ms/epoch - 2ms/step
## Epoch 69/150
## 173/173 - 0s - loss: 1.4013e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9900e-04 - val_mean_absolute_error: 0.0104 - 264ms/epoch - 2ms/step
## Epoch 70/150
## 173/173 - 0s - loss: 1.4589e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9012e-04 - val_mean_absolute_error: 0.0102 - 271ms/epoch - 2ms/step
## Epoch 71/150
## 173/173 - 0s - loss: 1.5048e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1655e-04 - val_mean_absolute_error: 0.0115 - 263ms/epoch - 2ms/step
## Epoch 72/150
## 173/173 - 0s - loss: 1.3699e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7756e-04 - val_mean_absolute_error: 0.0106 - 264ms/epoch - 2ms/step
## Epoch 73/150
## 173/173 - 0s - loss: 1.5516e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7555e-04 - val_mean_absolute_error: 0.0100 - 274ms/epoch - 2ms/step
## Epoch 74/150
## 173/173 - 0s - loss: 1.5006e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7368e-04 - val_mean_absolute_error: 0.0101 - 274ms/epoch - 2ms/step
## Epoch 75/150
## 173/173 - 0s - loss: 1.4290e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6547e-04 - val_mean_absolute_error: 0.0099 - 271ms/epoch - 2ms/step
## Epoch 76/150
## 173/173 - 0s - loss: 1.5155e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7146e-04 - val_mean_absolute_error: 0.0100 - 262ms/epoch - 2ms/step
## Epoch 77/150
## 173/173 - 0s - loss: 1.3997e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7528e-04 - val_mean_absolute_error: 0.0103 - 267ms/epoch - 2ms/step
## Epoch 78/150
## 173/173 - 0s - loss: 1.4079e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6116e-04 - val_mean_absolute_error: 0.0102 - 266ms/epoch - 2ms/step
## Epoch 79/150
## 173/173 - 0s - loss: 1.4333e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0331e-04 - val_mean_absolute_error: 0.0108 - 269ms/epoch - 2ms/step
## Epoch 80/150
## 173/173 - 0s - loss: 1.3710e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8290e-04 - val_mean_absolute_error: 0.0106 - 257ms/epoch - 1ms/step
## Epoch 81/150
## 173/173 - 0s - loss: 1.4014e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6263e-04 - val_mean_absolute_error: 0.0099 - 273ms/epoch - 2ms/step
## Epoch 82/150
## 173/173 - 0s - loss: 1.3461e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6110e-04 - val_mean_absolute_error: 0.0101 - 262ms/epoch - 2ms/step
## Epoch 83/150
## 173/173 - 0s - loss: 1.2986e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6543e-04 - val_mean_absolute_error: 0.0101 - 277ms/epoch - 2ms/step
## Epoch 84/150
## 173/173 - 0s - loss: 1.3670e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8176e-04 - val_mean_absolute_error: 0.0103 - 279ms/epoch - 2ms/step
## Epoch 85/150
## 173/173 - 0s - loss: 1.3659e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9558e-04 - val_mean_absolute_error: 0.0112 - 268ms/epoch - 2ms/step
## Epoch 86/150
## 173/173 - 0s - loss: 1.3344e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6476e-04 - val_mean_absolute_error: 0.0102 - 271ms/epoch - 2ms/step
## Epoch 87/150
## 173/173 - 0s - loss: 1.4629e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8004e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 88/150
## 173/173 - 0s - loss: 1.2602e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6598e-04 - val_mean_absolute_error: 0.0101 - 270ms/epoch - 2ms/step
## Epoch 89/150
## 173/173 - 0s - loss: 1.3398e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7569e-04 - val_mean_absolute_error: 0.0105 - 270ms/epoch - 2ms/step
## Epoch 90/150
## 173/173 - 0s - loss: 1.3209e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7207e-04 - val_mean_absolute_error: 0.0109 - 269ms/epoch - 2ms/step
## Epoch 91/150
## 173/173 - 0s - loss: 1.3058e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7668e-04 - val_mean_absolute_error: 0.0104 - 271ms/epoch - 2ms/step
## Epoch 92/150
## 173/173 - 0s - loss: 1.2383e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7593e-04 - val_mean_absolute_error: 0.0102 - 276ms/epoch - 2ms/step
## Epoch 93/150
## 173/173 - 0s - loss: 1.2900e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8751e-04 - val_mean_absolute_error: 0.0106 - 267ms/epoch - 2ms/step
## Epoch 94/150
## 173/173 - 0s - loss: 1.2489e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7469e-04 - val_mean_absolute_error: 0.0105 - 271ms/epoch - 2ms/step
## Epoch 95/150
## 173/173 - 0s - loss: 1.2073e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0757e-04 - val_mean_absolute_error: 0.0110 - 279ms/epoch - 2ms/step
## Epoch 96/150
## 173/173 - 0s - loss: 1.2583e-04 - mean_absolute_error: 0.0078 - val_loss: 3.5738e-04 - val_mean_absolute_error: 0.0101 - 276ms/epoch - 2ms/step
## Epoch 97/150
## 173/173 - 0s - loss: 1.3298e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6886e-04 - val_mean_absolute_error: 0.0101 - 274ms/epoch - 2ms/step
## Epoch 98/150
## 173/173 - 0s - loss: 1.3154e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7363e-04 - val_mean_absolute_error: 0.0101 - 283ms/epoch - 2ms/step
## Epoch 99/150
## 173/173 - 0s - loss: 1.2471e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8780e-04 - val_mean_absolute_error: 0.0111 - 276ms/epoch - 2ms/step
## Epoch 100/150
## 173/173 - 0s - loss: 1.2480e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6827e-04 - val_mean_absolute_error: 0.0105 - 269ms/epoch - 2ms/step
## Epoch 101/150
## 173/173 - 0s - loss: 1.3402e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8180e-04 - val_mean_absolute_error: 0.0103 - 271ms/epoch - 2ms/step
## Epoch 102/150
## 173/173 - 0s - loss: 1.2903e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8371e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 103/150
## 173/173 - 0s - loss: 1.2753e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3948e-04 - val_mean_absolute_error: 0.0115 - 267ms/epoch - 2ms/step
## Epoch 104/150
## 173/173 - 0s - loss: 1.2711e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3604e-04 - val_mean_absolute_error: 0.0113 - 262ms/epoch - 2ms/step
## Epoch 105/150
## 173/173 - 0s - loss: 1.2786e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1236e-04 - val_mean_absolute_error: 0.0110 - 264ms/epoch - 2ms/step
## Epoch 106/150
## 173/173 - 0s - loss: 1.1882e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0244e-04 - val_mean_absolute_error: 0.0110 - 264ms/epoch - 2ms/step
## Epoch 107/150
## 173/173 - 0s - loss: 1.2644e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8575e-04 - val_mean_absolute_error: 0.0101 - 269ms/epoch - 2ms/step
## Epoch 108/150
## 173/173 - 0s - loss: 1.1856e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9167e-04 - val_mean_absolute_error: 0.0110 - 264ms/epoch - 2ms/step
## Epoch 109/150
## 173/173 - 0s - loss: 1.2146e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7415e-04 - val_mean_absolute_error: 0.0103 - 275ms/epoch - 2ms/step
## Epoch 110/150
## 173/173 - 0s - loss: 1.2269e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7773e-04 - val_mean_absolute_error: 0.0106 - 272ms/epoch - 2ms/step
## Epoch 111/150
## 173/173 - 0s - loss: 1.1917e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9262e-04 - val_mean_absolute_error: 0.0105 - 267ms/epoch - 2ms/step
## Epoch 112/150
## 173/173 - 0s - loss: 1.2075e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0273e-04 - val_mean_absolute_error: 0.0113 - 261ms/epoch - 2ms/step
## Epoch 113/150
## 173/173 - 0s - loss: 1.1840e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9299e-04 - val_mean_absolute_error: 0.0101 - 264ms/epoch - 2ms/step
## Epoch 114/150
## 173/173 - 0s - loss: 1.1529e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8425e-04 - val_mean_absolute_error: 0.0102 - 264ms/epoch - 2ms/step
## Epoch 115/150
## 173/173 - 0s - loss: 1.1940e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0098e-04 - val_mean_absolute_error: 0.0110 - 278ms/epoch - 2ms/step
## Epoch 116/150
## 173/173 - 0s - loss: 1.1932e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8984e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 117/150
## 173/173 - 0s - loss: 1.2016e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8090e-04 - val_mean_absolute_error: 0.0102 - 271ms/epoch - 2ms/step
## Epoch 118/150
## 173/173 - 0s - loss: 1.2310e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1541e-04 - val_mean_absolute_error: 0.0106 - 263ms/epoch - 2ms/step
## Epoch 119/150
## 173/173 - 0s - loss: 1.1872e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0224e-04 - val_mean_absolute_error: 0.0111 - 270ms/epoch - 2ms/step
## Epoch 120/150
## 173/173 - 0s - loss: 1.1284e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0407e-04 - val_mean_absolute_error: 0.0111 - 270ms/epoch - 2ms/step
## Epoch 121/150
## 173/173 - 0s - loss: 1.1277e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3541e-04 - val_mean_absolute_error: 0.0119 - 266ms/epoch - 2ms/step
## Epoch 122/150
## 173/173 - 0s - loss: 1.1843e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2516e-04 - val_mean_absolute_error: 0.0117 - 262ms/epoch - 2ms/step
## Epoch 123/150
## 173/173 - 0s - loss: 1.1573e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8717e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 124/150
## 173/173 - 0s - loss: 1.1327e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1954e-04 - val_mean_absolute_error: 0.0107 - 259ms/epoch - 1ms/step
## Epoch 125/150
## 173/173 - 0s - loss: 1.3916e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1097e-04 - val_mean_absolute_error: 0.0115 - 271ms/epoch - 2ms/step
## Epoch 126/150
## 173/173 - 0s - loss: 1.1817e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0544e-04 - val_mean_absolute_error: 0.0104 - 270ms/epoch - 2ms/step
## Epoch 127/150
## 173/173 - 0s - loss: 1.2182e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0770e-04 - val_mean_absolute_error: 0.0107 - 265ms/epoch - 2ms/step
## Epoch 128/150
## 173/173 - 0s - loss: 1.1316e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8845e-04 - val_mean_absolute_error: 0.0107 - 275ms/epoch - 2ms/step
## Epoch 129/150
## 173/173 - 0s - loss: 1.1898e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8505e-04 - val_mean_absolute_error: 0.0105 - 267ms/epoch - 2ms/step
## Epoch 130/150
## 173/173 - 0s - loss: 1.1322e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9465e-04 - val_mean_absolute_error: 0.0106 - 277ms/epoch - 2ms/step
## Epoch 131/150
## 173/173 - 0s - loss: 1.1425e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9594e-04 - val_mean_absolute_error: 0.0106 - 279ms/epoch - 2ms/step
## Epoch 132/150
## 173/173 - 0s - loss: 1.1336e-04 - mean_absolute_error: 0.0075 - val_loss: 3.7728e-04 - val_mean_absolute_error: 0.0104 - 275ms/epoch - 2ms/step
## Epoch 133/150
## 173/173 - 0s - loss: 1.1170e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9266e-04 - val_mean_absolute_error: 0.0111 - 275ms/epoch - 2ms/step
## Epoch 134/150
## 173/173 - 0s - loss: 1.1287e-04 - mean_absolute_error: 0.0074 - val_loss: 3.8772e-04 - val_mean_absolute_error: 0.0106 - 267ms/epoch - 2ms/step
## Epoch 135/150
## 173/173 - 0s - loss: 1.0844e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9705e-04 - val_mean_absolute_error: 0.0107 - 261ms/epoch - 2ms/step
## Epoch 136/150
## 173/173 - 0s - loss: 1.1366e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9782e-04 - val_mean_absolute_error: 0.0106 - 271ms/epoch - 2ms/step
## Epoch 137/150
## 173/173 - 0s - loss: 1.1677e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1487e-04 - val_mean_absolute_error: 0.0112 - 268ms/epoch - 2ms/step
## Epoch 138/150
## 173/173 - 0s - loss: 1.1531e-04 - mean_absolute_error: 0.0074 - val_loss: 3.8150e-04 - val_mean_absolute_error: 0.0103 - 262ms/epoch - 2ms/step
## Epoch 139/150
## 173/173 - 0s - loss: 1.1103e-04 - mean_absolute_error: 0.0073 - val_loss: 3.8831e-04 - val_mean_absolute_error: 0.0106 - 313ms/epoch - 2ms/step
## Epoch 140/150
## 173/173 - 0s - loss: 1.0969e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0809e-04 - val_mean_absolute_error: 0.0108 - 262ms/epoch - 2ms/step
## Epoch 141/150
## 173/173 - 0s - loss: 1.0407e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0911e-04 - val_mean_absolute_error: 0.0105 - 277ms/epoch - 2ms/step
## Epoch 142/150
## 173/173 - 0s - loss: 1.0813e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9759e-04 - val_mean_absolute_error: 0.0109 - 270ms/epoch - 2ms/step
## Epoch 143/150
## 173/173 - 0s - loss: 1.1521e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9804e-04 - val_mean_absolute_error: 0.0108 - 273ms/epoch - 2ms/step
## Epoch 144/150
## 173/173 - 0s - loss: 1.1703e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9897e-04 - val_mean_absolute_error: 0.0108 - 276ms/epoch - 2ms/step
## Epoch 145/150
## 173/173 - 0s - loss: 1.1392e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1974e-04 - val_mean_absolute_error: 0.0107 - 274ms/epoch - 2ms/step
## Epoch 146/150
## 173/173 - 0s - loss: 1.0547e-04 - mean_absolute_error: 0.0072 - val_loss: 3.8643e-04 - val_mean_absolute_error: 0.0104 - 263ms/epoch - 2ms/step
## Epoch 147/150
## 173/173 - 0s - loss: 1.0727e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0157e-04 - val_mean_absolute_error: 0.0106 - 269ms/epoch - 2ms/step
## Epoch 148/150
## 173/173 - 0s - loss: 1.0712e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1020e-04 - val_mean_absolute_error: 0.0115 - 269ms/epoch - 2ms/step
## Epoch 149/150
## 173/173 - 0s - loss: 1.0332e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1597e-04 - val_mean_absolute_error: 0.0109 - 275ms/epoch - 2ms/step
## Epoch 150/150
## 173/173 - 0s - loss: 1.1142e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0427e-04 - val_mean_absolute_error: 0.0107 - 273ms/epoch - 2ms/step
## Epoch 1/200
## 173/173 - 1s - loss: 0.0015 - mean_absolute_error: 0.0239 - val_loss: 7.8583e-04 - val_mean_absolute_error: 0.0159 - 1s/epoch - 6ms/step
## Epoch 2/200
## 173/173 - 0s - loss: 5.6134e-04 - mean_absolute_error: 0.0150 - val_loss: 6.2445e-04 - val_mean_absolute_error: 0.0131 - 271ms/epoch - 2ms/step
## Epoch 3/200
## 173/173 - 0s - loss: 4.7339e-04 - mean_absolute_error: 0.0137 - val_loss: 4.8201e-04 - val_mean_absolute_error: 0.0117 - 266ms/epoch - 2ms/step
## Epoch 4/200
## 173/173 - 0s - loss: 4.2777e-04 - mean_absolute_error: 0.0131 - val_loss: 4.8503e-04 - val_mean_absolute_error: 0.0122 - 286ms/epoch - 2ms/step
## Epoch 5/200
## 173/173 - 0s - loss: 3.7579e-04 - mean_absolute_error: 0.0124 - val_loss: 5.6502e-04 - val_mean_absolute_error: 0.0124 - 257ms/epoch - 1ms/step
## Epoch 6/200
## 173/173 - 0s - loss: 3.5343e-04 - mean_absolute_error: 0.0120 - val_loss: 4.5832e-04 - val_mean_absolute_error: 0.0115 - 277ms/epoch - 2ms/step
## Epoch 7/200
## 173/173 - 0s - loss: 3.2484e-04 - mean_absolute_error: 0.0117 - val_loss: 4.5473e-04 - val_mean_absolute_error: 0.0118 - 272ms/epoch - 2ms/step
## Epoch 8/200
## 173/173 - 0s - loss: 3.2940e-04 - mean_absolute_error: 0.0115 - val_loss: 4.0716e-04 - val_mean_absolute_error: 0.0110 - 278ms/epoch - 2ms/step
## Epoch 9/200
## 173/173 - 0s - loss: 2.9269e-04 - mean_absolute_error: 0.0110 - val_loss: 4.0132e-04 - val_mean_absolute_error: 0.0111 - 268ms/epoch - 2ms/step
## Epoch 10/200
## 173/173 - 0s - loss: 3.1746e-04 - mean_absolute_error: 0.0114 - val_loss: 4.1281e-04 - val_mean_absolute_error: 0.0117 - 279ms/epoch - 2ms/step
## Epoch 11/200
## 173/173 - 0s - loss: 2.9130e-04 - mean_absolute_error: 0.0110 - val_loss: 4.2896e-04 - val_mean_absolute_error: 0.0113 - 268ms/epoch - 2ms/step
## Epoch 12/200
## 173/173 - 0s - loss: 2.8428e-04 - mean_absolute_error: 0.0109 - val_loss: 4.4364e-04 - val_mean_absolute_error: 0.0118 - 265ms/epoch - 2ms/step
## Epoch 13/200
## 173/173 - 0s - loss: 2.7463e-04 - mean_absolute_error: 0.0108 - val_loss: 3.8986e-04 - val_mean_absolute_error: 0.0107 - 284ms/epoch - 2ms/step
## Epoch 14/200
## 173/173 - 0s - loss: 2.5641e-04 - mean_absolute_error: 0.0105 - val_loss: 3.7751e-04 - val_mean_absolute_error: 0.0106 - 264ms/epoch - 2ms/step
## Epoch 15/200
## 173/173 - 0s - loss: 2.4734e-04 - mean_absolute_error: 0.0104 - val_loss: 3.5293e-04 - val_mean_absolute_error: 0.0106 - 259ms/epoch - 1ms/step
## Epoch 16/200
## 173/173 - 0s - loss: 2.5313e-04 - mean_absolute_error: 0.0104 - val_loss: 3.7632e-04 - val_mean_absolute_error: 0.0104 - 276ms/epoch - 2ms/step
## Epoch 17/200
## 173/173 - 0s - loss: 2.3857e-04 - mean_absolute_error: 0.0101 - val_loss: 3.9951e-04 - val_mean_absolute_error: 0.0106 - 272ms/epoch - 2ms/step
## Epoch 18/200
## 173/173 - 0s - loss: 2.3213e-04 - mean_absolute_error: 0.0100 - val_loss: 3.4446e-04 - val_mean_absolute_error: 0.0103 - 253ms/epoch - 1ms/step
## Epoch 19/200
## 173/173 - 0s - loss: 2.3279e-04 - mean_absolute_error: 0.0099 - val_loss: 3.4958e-04 - val_mean_absolute_error: 0.0102 - 278ms/epoch - 2ms/step
## Epoch 20/200
## 173/173 - 0s - loss: 2.2929e-04 - mean_absolute_error: 0.0099 - val_loss: 3.5959e-04 - val_mean_absolute_error: 0.0104 - 277ms/epoch - 2ms/step
## Epoch 21/200
## 173/173 - 0s - loss: 2.2759e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0329e-04 - val_mean_absolute_error: 0.0106 - 323ms/epoch - 2ms/step
## Epoch 22/200
## 173/173 - 0s - loss: 2.0670e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7256e-04 - val_mean_absolute_error: 0.0102 - 251ms/epoch - 1ms/step
## Epoch 23/200
## 173/173 - 0s - loss: 2.0421e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5328e-04 - val_mean_absolute_error: 0.0102 - 274ms/epoch - 2ms/step
## Epoch 24/200
## 173/173 - 0s - loss: 2.1099e-04 - mean_absolute_error: 0.0097 - val_loss: 3.3468e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 25/200
## 173/173 - 0s - loss: 2.1123e-04 - mean_absolute_error: 0.0098 - val_loss: 3.5848e-04 - val_mean_absolute_error: 0.0100 - 256ms/epoch - 1ms/step
## Epoch 26/200
## 173/173 - 0s - loss: 1.9778e-04 - mean_absolute_error: 0.0094 - val_loss: 3.5364e-04 - val_mean_absolute_error: 0.0101 - 271ms/epoch - 2ms/step
## Epoch 27/200
## 173/173 - 0s - loss: 2.0267e-04 - mean_absolute_error: 0.0095 - val_loss: 3.4145e-04 - val_mean_absolute_error: 0.0100 - 262ms/epoch - 2ms/step
## Epoch 28/200
## 173/173 - 0s - loss: 2.0811e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6074e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 29/200
## 173/173 - 0s - loss: 2.0452e-04 - mean_absolute_error: 0.0095 - val_loss: 3.5646e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 30/200
## 173/173 - 0s - loss: 1.9250e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6801e-04 - val_mean_absolute_error: 0.0104 - 266ms/epoch - 2ms/step
## Epoch 31/200
## 173/173 - 0s - loss: 1.9436e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6581e-04 - val_mean_absolute_error: 0.0104 - 272ms/epoch - 2ms/step
## Epoch 32/200
## 173/173 - 0s - loss: 1.8903e-04 - mean_absolute_error: 0.0092 - val_loss: 3.2280e-04 - val_mean_absolute_error: 0.0099 - 266ms/epoch - 2ms/step
## Epoch 33/200
## 173/173 - 0s - loss: 1.9329e-04 - mean_absolute_error: 0.0093 - val_loss: 3.5632e-04 - val_mean_absolute_error: 0.0103 - 267ms/epoch - 2ms/step
## Epoch 34/200
## 173/173 - 0s - loss: 1.7906e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4777e-04 - val_mean_absolute_error: 0.0098 - 263ms/epoch - 2ms/step
## Epoch 35/200
## 173/173 - 0s - loss: 1.8609e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6783e-04 - val_mean_absolute_error: 0.0103 - 263ms/epoch - 2ms/step
## Epoch 36/200
## 173/173 - 0s - loss: 1.8365e-04 - mean_absolute_error: 0.0091 - val_loss: 4.4270e-04 - val_mean_absolute_error: 0.0105 - 259ms/epoch - 1ms/step
## Epoch 37/200
## 173/173 - 0s - loss: 1.9915e-04 - mean_absolute_error: 0.0094 - val_loss: 3.3416e-04 - val_mean_absolute_error: 0.0100 - 264ms/epoch - 2ms/step
## Epoch 38/200
## 173/173 - 0s - loss: 1.7504e-04 - mean_absolute_error: 0.0089 - val_loss: 3.4414e-04 - val_mean_absolute_error: 0.0099 - 263ms/epoch - 2ms/step
## Epoch 39/200
## 173/173 - 0s - loss: 1.7468e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5630e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 40/200
## 173/173 - 0s - loss: 1.8042e-04 - mean_absolute_error: 0.0089 - val_loss: 3.4926e-04 - val_mean_absolute_error: 0.0099 - 261ms/epoch - 2ms/step
## Epoch 41/200
## 173/173 - 0s - loss: 1.7698e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5210e-04 - val_mean_absolute_error: 0.0100 - 263ms/epoch - 2ms/step
## Epoch 42/200
## 173/173 - 0s - loss: 1.7879e-04 - mean_absolute_error: 0.0090 - val_loss: 3.4787e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 43/200
## 173/173 - 0s - loss: 1.7130e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6345e-04 - val_mean_absolute_error: 0.0104 - 252ms/epoch - 1ms/step
## Epoch 44/200
## 173/173 - 0s - loss: 1.7701e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7087e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 1ms/step
## Epoch 45/200
## 173/173 - 0s - loss: 1.7798e-04 - mean_absolute_error: 0.0089 - val_loss: 3.3365e-04 - val_mean_absolute_error: 0.0097 - 261ms/epoch - 2ms/step
## Epoch 46/200
## 173/173 - 0s - loss: 1.7657e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7337e-04 - val_mean_absolute_error: 0.0101 - 262ms/epoch - 2ms/step
## Epoch 47/200
## 173/173 - 0s - loss: 1.6979e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7278e-04 - val_mean_absolute_error: 0.0100 - 259ms/epoch - 1ms/step
## Epoch 48/200
## 173/173 - 0s - loss: 1.5808e-04 - mean_absolute_error: 0.0086 - val_loss: 3.4731e-04 - val_mean_absolute_error: 0.0099 - 276ms/epoch - 2ms/step
## Epoch 49/200
## 173/173 - 0s - loss: 1.5982e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7340e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 50/200
## 173/173 - 0s - loss: 1.5646e-04 - mean_absolute_error: 0.0086 - val_loss: 3.4764e-04 - val_mean_absolute_error: 0.0098 - 261ms/epoch - 2ms/step
## Epoch 51/200
## 173/173 - 0s - loss: 1.5563e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5670e-04 - val_mean_absolute_error: 0.0100 - 257ms/epoch - 1ms/step
## Epoch 52/200
## 173/173 - 0s - loss: 1.7479e-04 - mean_absolute_error: 0.0087 - val_loss: 5.3745e-04 - val_mean_absolute_error: 0.0116 - 262ms/epoch - 2ms/step
## Epoch 53/200
## 173/173 - 0s - loss: 1.6374e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5641e-04 - val_mean_absolute_error: 0.0100 - 271ms/epoch - 2ms/step
## Epoch 54/200
## 173/173 - 0s - loss: 1.5887e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5732e-04 - val_mean_absolute_error: 0.0104 - 268ms/epoch - 2ms/step
## Epoch 55/200
## 173/173 - 0s - loss: 1.6145e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1175e-04 - val_mean_absolute_error: 0.0114 - 261ms/epoch - 2ms/step
## Epoch 56/200
## 173/173 - 0s - loss: 1.5556e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8731e-04 - val_mean_absolute_error: 0.0103 - 254ms/epoch - 1ms/step
## Epoch 57/200
## 173/173 - 0s - loss: 1.4911e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0315e-04 - val_mean_absolute_error: 0.0107 - 255ms/epoch - 1ms/step
## Epoch 58/200
## 173/173 - 0s - loss: 1.5016e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8887e-04 - val_mean_absolute_error: 0.0105 - 274ms/epoch - 2ms/step
## Epoch 59/200
## 173/173 - 0s - loss: 1.5388e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8409e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 60/200
## 173/173 - 0s - loss: 1.5507e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0219e-04 - val_mean_absolute_error: 0.0102 - 254ms/epoch - 1ms/step
## Epoch 61/200
## 173/173 - 0s - loss: 1.4212e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8216e-04 - val_mean_absolute_error: 0.0099 - 254ms/epoch - 1ms/step
## Epoch 62/200
## 173/173 - 0s - loss: 1.4488e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9124e-04 - val_mean_absolute_error: 0.0099 - 255ms/epoch - 1ms/step
## Epoch 63/200
## 173/173 - 0s - loss: 1.5594e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7990e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 1ms/step
## Epoch 64/200
## 173/173 - 0s - loss: 1.4407e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8826e-04 - val_mean_absolute_error: 0.0102 - 253ms/epoch - 1ms/step
## Epoch 65/200
## 173/173 - 0s - loss: 1.5084e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7801e-04 - val_mean_absolute_error: 0.0100 - 259ms/epoch - 1ms/step
## Epoch 66/200
## 173/173 - 0s - loss: 1.4132e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6198e-04 - val_mean_absolute_error: 0.0099 - 257ms/epoch - 1ms/step
## Epoch 67/200
## 173/173 - 0s - loss: 1.4635e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9137e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 68/200
## 173/173 - 0s - loss: 1.5323e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9177e-04 - val_mean_absolute_error: 0.0104 - 262ms/epoch - 2ms/step
## Epoch 69/200
## 173/173 - 0s - loss: 1.4488e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7257e-04 - val_mean_absolute_error: 0.0102 - 260ms/epoch - 2ms/step
## Epoch 70/200
## 173/173 - 0s - loss: 1.3535e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6020e-04 - val_mean_absolute_error: 0.0099 - 260ms/epoch - 2ms/step
## Epoch 71/200
## 173/173 - 0s - loss: 1.4099e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3438e-04 - val_mean_absolute_error: 0.0105 - 271ms/epoch - 2ms/step
## Epoch 72/200
## 173/173 - 0s - loss: 1.4887e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7860e-04 - val_mean_absolute_error: 0.0103 - 266ms/epoch - 2ms/step
## Epoch 73/200
## 173/173 - 0s - loss: 1.3689e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0049e-04 - val_mean_absolute_error: 0.0104 - 263ms/epoch - 2ms/step
## Epoch 74/200
## 173/173 - 0s - loss: 1.5468e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7607e-04 - val_mean_absolute_error: 0.0099 - 250ms/epoch - 1ms/step
## Epoch 75/200
## 173/173 - 0s - loss: 1.4568e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6782e-04 - val_mean_absolute_error: 0.0101 - 255ms/epoch - 1ms/step
## Epoch 76/200
## 173/173 - 0s - loss: 1.4002e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6643e-04 - val_mean_absolute_error: 0.0099 - 254ms/epoch - 1ms/step
## Epoch 77/200
## 173/173 - 0s - loss: 1.5121e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7265e-04 - val_mean_absolute_error: 0.0105 - 260ms/epoch - 2ms/step
## Epoch 78/200
## 173/173 - 0s - loss: 1.3801e-04 - mean_absolute_error: 0.0081 - val_loss: 3.5471e-04 - val_mean_absolute_error: 0.0099 - 263ms/epoch - 2ms/step
## Epoch 79/200
## 173/173 - 0s - loss: 1.2978e-04 - mean_absolute_error: 0.0079 - val_loss: 3.5972e-04 - val_mean_absolute_error: 0.0101 - 267ms/epoch - 2ms/step
## Epoch 80/200
## 173/173 - 0s - loss: 1.3927e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9079e-04 - val_mean_absolute_error: 0.0112 - 269ms/epoch - 2ms/step
## Epoch 81/200
## 173/173 - 0s - loss: 1.3217e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0007e-04 - val_mean_absolute_error: 0.0100 - 270ms/epoch - 2ms/step
## Epoch 82/200
## 173/173 - 0s - loss: 1.2813e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9025e-04 - val_mean_absolute_error: 0.0107 - 284ms/epoch - 2ms/step
## Epoch 83/200
## 173/173 - 0s - loss: 1.2790e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8841e-04 - val_mean_absolute_error: 0.0102 - 269ms/epoch - 2ms/step
## Epoch 84/200
## 173/173 - 0s - loss: 1.3300e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9685e-04 - val_mean_absolute_error: 0.0101 - 269ms/epoch - 2ms/step
## Epoch 85/200
## 173/173 - 0s - loss: 1.3468e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0725e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 86/200
## 173/173 - 0s - loss: 1.2679e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9604e-04 - val_mean_absolute_error: 0.0102 - 270ms/epoch - 2ms/step
## Epoch 87/200
## 173/173 - 0s - loss: 1.3290e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0551e-04 - val_mean_absolute_error: 0.0117 - 274ms/epoch - 2ms/step
## Epoch 88/200
## 173/173 - 0s - loss: 1.2953e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7941e-04 - val_mean_absolute_error: 0.0100 - 265ms/epoch - 2ms/step
## Epoch 89/200
## 173/173 - 0s - loss: 1.3140e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0939e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 90/200
## 173/173 - 0s - loss: 1.2635e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9369e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 91/200
## 173/173 - 0s - loss: 1.2880e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9368e-04 - val_mean_absolute_error: 0.0101 - 250ms/epoch - 1ms/step
## Epoch 92/200
## 173/173 - 0s - loss: 1.2309e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0288e-04 - val_mean_absolute_error: 0.0106 - 252ms/epoch - 1ms/step
## Epoch 93/200
## 173/173 - 0s - loss: 1.3034e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8820e-04 - val_mean_absolute_error: 0.0107 - 260ms/epoch - 2ms/step
## Epoch 94/200
## 173/173 - 0s - loss: 1.3077e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9700e-04 - val_mean_absolute_error: 0.0100 - 265ms/epoch - 2ms/step
## Epoch 95/200
## 173/173 - 0s - loss: 1.2492e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9545e-04 - val_mean_absolute_error: 0.0100 - 260ms/epoch - 2ms/step
## Epoch 96/200
## 173/173 - 0s - loss: 1.2716e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0365e-04 - val_mean_absolute_error: 0.0105 - 262ms/epoch - 2ms/step
## Epoch 97/200
## 173/173 - 0s - loss: 1.4007e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4240e-04 - val_mean_absolute_error: 0.0108 - 258ms/epoch - 1ms/step
## Epoch 98/200
## 173/173 - 0s - loss: 1.2938e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8554e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 99/200
## 173/173 - 0s - loss: 1.2546e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1978e-04 - val_mean_absolute_error: 0.0106 - 263ms/epoch - 2ms/step
## Epoch 100/200
## 173/173 - 0s - loss: 1.1746e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9288e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 101/200
## 173/173 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0703e-04 - val_mean_absolute_error: 0.0103 - 256ms/epoch - 1ms/step
## Epoch 102/200
## 173/173 - 0s - loss: 1.2319e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8422e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 103/200
## 173/173 - 0s - loss: 1.2350e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9413e-04 - val_mean_absolute_error: 0.0103 - 268ms/epoch - 2ms/step
## Epoch 104/200
## 173/173 - 0s - loss: 1.3615e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2295e-04 - val_mean_absolute_error: 0.0107 - 268ms/epoch - 2ms/step
## Epoch 105/200
## 173/173 - 0s - loss: 1.2520e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9335e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 106/200
## 173/173 - 0s - loss: 1.1640e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9511e-04 - val_mean_absolute_error: 0.0104 - 265ms/epoch - 2ms/step
## Epoch 107/200
## 173/173 - 0s - loss: 1.1413e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9485e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 1ms/step
## Epoch 108/200
## 173/173 - 0s - loss: 1.1967e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1198e-04 - val_mean_absolute_error: 0.0102 - 264ms/epoch - 2ms/step
## Epoch 109/200
## 173/173 - 0s - loss: 1.3052e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0277e-04 - val_mean_absolute_error: 0.0104 - 257ms/epoch - 1ms/step
## Epoch 110/200
## 173/173 - 0s - loss: 1.2473e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3495e-04 - val_mean_absolute_error: 0.0107 - 261ms/epoch - 2ms/step
## Epoch 111/200
## 173/173 - 0s - loss: 1.1987e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8771e-04 - val_mean_absolute_error: 0.0103 - 260ms/epoch - 2ms/step
## Epoch 112/200
## 173/173 - 0s - loss: 1.2375e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0405e-04 - val_mean_absolute_error: 0.0103 - 260ms/epoch - 2ms/step
## Epoch 113/200
## 173/173 - 0s - loss: 1.2053e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7495e-04 - val_mean_absolute_error: 0.0104 - 262ms/epoch - 2ms/step
## Epoch 114/200
## 173/173 - 0s - loss: 1.2365e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8255e-04 - val_mean_absolute_error: 0.0104 - 262ms/epoch - 2ms/step
## Epoch 115/200
## 173/173 - 0s - loss: 1.1358e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2859e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 116/200
## 173/173 - 0s - loss: 1.2370e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8103e-04 - val_mean_absolute_error: 0.0102 - 258ms/epoch - 1ms/step
## Epoch 117/200
## 173/173 - 0s - loss: 1.1877e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9560e-04 - val_mean_absolute_error: 0.0104 - 264ms/epoch - 2ms/step
## Epoch 118/200
## 173/173 - 0s - loss: 1.2259e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0585e-04 - val_mean_absolute_error: 0.0108 - 267ms/epoch - 2ms/step
## Epoch 119/200
## 173/173 - 0s - loss: 1.1784e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0999e-04 - val_mean_absolute_error: 0.0109 - 265ms/epoch - 2ms/step
## Epoch 120/200
## 173/173 - 0s - loss: 1.1833e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0310e-04 - val_mean_absolute_error: 0.0102 - 268ms/epoch - 2ms/step
## Epoch 121/200
## 173/173 - 0s - loss: 1.1407e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9416e-04 - val_mean_absolute_error: 0.0100 - 265ms/epoch - 2ms/step
## Epoch 122/200
## 173/173 - 0s - loss: 1.1321e-04 - mean_absolute_error: 0.0074 - val_loss: 3.7067e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 123/200
## 173/173 - 0s - loss: 1.1661e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1654e-04 - val_mean_absolute_error: 0.0114 - 265ms/epoch - 2ms/step
## Epoch 124/200
## 173/173 - 0s - loss: 1.0835e-04 - mean_absolute_error: 0.0073 - val_loss: 3.8852e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 125/200
## 173/173 - 0s - loss: 1.0820e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9994e-04 - val_mean_absolute_error: 0.0102 - 264ms/epoch - 2ms/step
## Epoch 126/200
## 173/173 - 0s - loss: 1.1229e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1402e-04 - val_mean_absolute_error: 0.0107 - 259ms/epoch - 1ms/step
## Epoch 127/200
## 173/173 - 0s - loss: 1.0851e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0565e-04 - val_mean_absolute_error: 0.0102 - 262ms/epoch - 2ms/step
## Epoch 128/200
## 173/173 - 0s - loss: 1.1725e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9456e-04 - val_mean_absolute_error: 0.0104 - 258ms/epoch - 1ms/step
## Epoch 129/200
## 173/173 - 0s - loss: 1.1271e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2972e-04 - val_mean_absolute_error: 0.0106 - 261ms/epoch - 2ms/step
## Epoch 130/200
## 173/173 - 0s - loss: 1.1344e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8268e-04 - val_mean_absolute_error: 0.0103 - 266ms/epoch - 2ms/step
## Epoch 131/200
## 173/173 - 0s - loss: 1.2493e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5762e-04 - val_mean_absolute_error: 0.0108 - 259ms/epoch - 1ms/step
## Epoch 132/200
## 173/173 - 0s - loss: 1.1955e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9007e-04 - val_mean_absolute_error: 0.0103 - 256ms/epoch - 1ms/step
## Epoch 133/200
## 173/173 - 0s - loss: 1.1185e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9007e-04 - val_mean_absolute_error: 0.0103 - 264ms/epoch - 2ms/step
## Epoch 134/200
## 173/173 - 0s - loss: 1.0621e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2678e-04 - val_mean_absolute_error: 0.0113 - 267ms/epoch - 2ms/step
## Epoch 135/200
## 173/173 - 0s - loss: 1.0906e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9272e-04 - val_mean_absolute_error: 0.0102 - 267ms/epoch - 2ms/step
## Epoch 136/200
## 173/173 - 0s - loss: 1.1435e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2162e-04 - val_mean_absolute_error: 0.0111 - 262ms/epoch - 2ms/step
## Epoch 137/200
## 173/173 - 0s - loss: 1.0859e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9391e-04 - val_mean_absolute_error: 0.0104 - 257ms/epoch - 1ms/step
## Epoch 138/200
## 173/173 - 0s - loss: 1.0821e-04 - mean_absolute_error: 0.0073 - val_loss: 3.8897e-04 - val_mean_absolute_error: 0.0101 - 277ms/epoch - 2ms/step
## Epoch 139/200
## 173/173 - 0s - loss: 1.0501e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9681e-04 - val_mean_absolute_error: 0.0107 - 270ms/epoch - 2ms/step
## Epoch 140/200
## 173/173 - 0s - loss: 1.1101e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2456e-04 - val_mean_absolute_error: 0.0104 - 260ms/epoch - 2ms/step
## Epoch 141/200
## 173/173 - 0s - loss: 1.1197e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1208e-04 - val_mean_absolute_error: 0.0104 - 266ms/epoch - 2ms/step
## Epoch 142/200
## 173/173 - 0s - loss: 1.1390e-04 - mean_absolute_error: 0.0074 - val_loss: 3.8834e-04 - val_mean_absolute_error: 0.0104 - 267ms/epoch - 2ms/step
## Epoch 143/200
## 173/173 - 0s - loss: 1.0834e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4332e-04 - val_mean_absolute_error: 0.0122 - 255ms/epoch - 1ms/step
## Epoch 144/200
## 173/173 - 0s - loss: 1.1095e-04 - mean_absolute_error: 0.0074 - val_loss: 3.8640e-04 - val_mean_absolute_error: 0.0102 - 262ms/epoch - 2ms/step
## Epoch 145/200
## 173/173 - 0s - loss: 1.1142e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9933e-04 - val_mean_absolute_error: 0.0104 - 265ms/epoch - 2ms/step
## Epoch 146/200
## 173/173 - 0s - loss: 1.1223e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9596e-04 - val_mean_absolute_error: 0.0107 - 267ms/epoch - 2ms/step
## Epoch 147/200
## 173/173 - 0s - loss: 1.0877e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9195e-04 - val_mean_absolute_error: 0.0108 - 277ms/epoch - 2ms/step
## Epoch 148/200
## 173/173 - 0s - loss: 1.1258e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0175e-04 - val_mean_absolute_error: 0.0106 - 256ms/epoch - 1ms/step
## Epoch 149/200
## 173/173 - 0s - loss: 1.0503e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0471e-04 - val_mean_absolute_error: 0.0103 - 266ms/epoch - 2ms/step
## Epoch 150/200
## 173/173 - 0s - loss: 9.7991e-05 - mean_absolute_error: 0.0071 - val_loss: 4.0259e-04 - val_mean_absolute_error: 0.0104 - 265ms/epoch - 2ms/step
## Epoch 151/200
## 173/173 - 0s - loss: 1.0983e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2679e-04 - val_mean_absolute_error: 0.0108 - 263ms/epoch - 2ms/step
## Epoch 152/200
## 173/173 - 0s - loss: 1.0355e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0190e-04 - val_mean_absolute_error: 0.0104 - 254ms/epoch - 1ms/step
## Epoch 153/200
## 173/173 - 0s - loss: 9.8177e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1050e-04 - val_mean_absolute_error: 0.0105 - 256ms/epoch - 1ms/step
## Epoch 154/200
## 173/173 - 0s - loss: 1.0288e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0025e-04 - val_mean_absolute_error: 0.0103 - 260ms/epoch - 2ms/step
## Epoch 155/200
## 173/173 - 0s - loss: 1.0746e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0560e-04 - val_mean_absolute_error: 0.0102 - 262ms/epoch - 2ms/step
## Epoch 156/200
## 173/173 - 0s - loss: 1.0218e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4409e-04 - val_mean_absolute_error: 0.0123 - 268ms/epoch - 2ms/step
## Epoch 157/200
## 173/173 - 0s - loss: 1.0941e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3044e-04 - val_mean_absolute_error: 0.0115 - 267ms/epoch - 2ms/step
## Epoch 158/200
## 173/173 - 0s - loss: 1.0635e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3417e-04 - val_mean_absolute_error: 0.0104 - 260ms/epoch - 2ms/step
## Epoch 159/200
## 173/173 - 0s - loss: 1.0435e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1134e-04 - val_mean_absolute_error: 0.0104 - 274ms/epoch - 2ms/step
## Epoch 160/200
## 173/173 - 0s - loss: 9.8557e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9271e-04 - val_mean_absolute_error: 0.0105 - 276ms/epoch - 2ms/step
## Epoch 161/200
## 173/173 - 0s - loss: 1.0880e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1287e-04 - val_mean_absolute_error: 0.0109 - 272ms/epoch - 2ms/step
## Epoch 162/200
## 173/173 - 0s - loss: 1.0146e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1673e-04 - val_mean_absolute_error: 0.0111 - 264ms/epoch - 2ms/step
## Epoch 163/200
## 173/173 - 0s - loss: 1.0823e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0996e-04 - val_mean_absolute_error: 0.0104 - 263ms/epoch - 2ms/step
## Epoch 164/200
## 173/173 - 0s - loss: 1.0265e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2128e-04 - val_mean_absolute_error: 0.0109 - 269ms/epoch - 2ms/step
## Epoch 165/200
## 173/173 - 0s - loss: 1.0439e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1236e-04 - val_mean_absolute_error: 0.0112 - 273ms/epoch - 2ms/step
## Epoch 166/200
## 173/173 - 0s - loss: 1.0409e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1806e-04 - val_mean_absolute_error: 0.0115 - 278ms/epoch - 2ms/step
## Epoch 167/200
## 173/173 - 0s - loss: 9.8701e-05 - mean_absolute_error: 0.0071 - val_loss: 4.0190e-04 - val_mean_absolute_error: 0.0104 - 267ms/epoch - 2ms/step
## Epoch 168/200
## 173/173 - 0s - loss: 1.0319e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0873e-04 - val_mean_absolute_error: 0.0108 - 280ms/epoch - 2ms/step
## Epoch 169/200
## 173/173 - 0s - loss: 9.7005e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1005e-04 - val_mean_absolute_error: 0.0104 - 268ms/epoch - 2ms/step
## Epoch 170/200
## 173/173 - 0s - loss: 1.0287e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9828e-04 - val_mean_absolute_error: 0.0105 - 265ms/epoch - 2ms/step
## Epoch 171/200
## 173/173 - 0s - loss: 1.0529e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0437e-04 - val_mean_absolute_error: 0.0100 - 256ms/epoch - 1ms/step
## Epoch 172/200
## 173/173 - 0s - loss: 1.0136e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0627e-04 - val_mean_absolute_error: 0.0105 - 331ms/epoch - 2ms/step
## Epoch 173/200
## 173/173 - 0s - loss: 1.2003e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1388e-04 - val_mean_absolute_error: 0.0103 - 264ms/epoch - 2ms/step
## Epoch 174/200
## 173/173 - 0s - loss: 9.4769e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1265e-04 - val_mean_absolute_error: 0.0105 - 267ms/epoch - 2ms/step
## Epoch 175/200
## 173/173 - 0s - loss: 9.8888e-05 - mean_absolute_error: 0.0071 - val_loss: 4.0078e-04 - val_mean_absolute_error: 0.0102 - 263ms/epoch - 2ms/step
## Epoch 176/200
## 173/173 - 0s - loss: 1.0084e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0933e-04 - val_mean_absolute_error: 0.0105 - 262ms/epoch - 2ms/step
## Epoch 177/200
## 173/173 - 0s - loss: 9.8907e-05 - mean_absolute_error: 0.0071 - val_loss: 3.8421e-04 - val_mean_absolute_error: 0.0101 - 265ms/epoch - 2ms/step
## Epoch 178/200
## 173/173 - 0s - loss: 9.7492e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1416e-04 - val_mean_absolute_error: 0.0103 - 264ms/epoch - 2ms/step
## Epoch 179/200
## 173/173 - 0s - loss: 1.0091e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1162e-04 - val_mean_absolute_error: 0.0105 - 266ms/epoch - 2ms/step
## Epoch 180/200
## 173/173 - 0s - loss: 9.8954e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1545e-04 - val_mean_absolute_error: 0.0108 - 263ms/epoch - 2ms/step
## Epoch 181/200
## 173/173 - 0s - loss: 9.5961e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0277e-04 - val_mean_absolute_error: 0.0102 - 259ms/epoch - 1ms/step
## Epoch 182/200
## 173/173 - 0s - loss: 9.6746e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2695e-04 - val_mean_absolute_error: 0.0101 - 264ms/epoch - 2ms/step
## Epoch 183/200
## 173/173 - 0s - loss: 1.0098e-04 - mean_absolute_error: 0.0070 - val_loss: 3.9997e-04 - val_mean_absolute_error: 0.0103 - 265ms/epoch - 2ms/step
## Epoch 184/200
## 173/173 - 0s - loss: 9.7482e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9987e-04 - val_mean_absolute_error: 0.0108 - 269ms/epoch - 2ms/step
## Epoch 185/200
## 173/173 - 0s - loss: 9.8547e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0710e-04 - val_mean_absolute_error: 0.0106 - 261ms/epoch - 2ms/step
## Epoch 186/200
## 173/173 - 0s - loss: 9.7750e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2027e-04 - val_mean_absolute_error: 0.0107 - 276ms/epoch - 2ms/step
## Epoch 187/200
## 173/173 - 0s - loss: 1.0122e-04 - mean_absolute_error: 0.0070 - val_loss: 4.2155e-04 - val_mean_absolute_error: 0.0110 - 256ms/epoch - 1ms/step
## Epoch 188/200
## 173/173 - 0s - loss: 9.9796e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9879e-04 - val_mean_absolute_error: 0.0104 - 253ms/epoch - 1ms/step
## Epoch 189/200
## 173/173 - 0s - loss: 9.6847e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0331e-04 - val_mean_absolute_error: 0.0105 - 256ms/epoch - 1ms/step
## Epoch 190/200
## 173/173 - 0s - loss: 9.9336e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2084e-04 - val_mean_absolute_error: 0.0112 - 266ms/epoch - 2ms/step
## Epoch 191/200
## 173/173 - 0s - loss: 9.8808e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1867e-04 - val_mean_absolute_error: 0.0106 - 260ms/epoch - 2ms/step
## Epoch 192/200
## 173/173 - 0s - loss: 9.8650e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3420e-04 - val_mean_absolute_error: 0.0114 - 272ms/epoch - 2ms/step
## Epoch 193/200
## 173/173 - 0s - loss: 9.3563e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1750e-04 - val_mean_absolute_error: 0.0102 - 267ms/epoch - 2ms/step
## Epoch 194/200
## 173/173 - 0s - loss: 9.0612e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1489e-04 - val_mean_absolute_error: 0.0107 - 271ms/epoch - 2ms/step
## Epoch 195/200
## 173/173 - 0s - loss: 9.5489e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1717e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 196/200
## 173/173 - 0s - loss: 9.5789e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0940e-04 - val_mean_absolute_error: 0.0107 - 255ms/epoch - 1ms/step
## Epoch 197/200
## 173/173 - 0s - loss: 9.8377e-05 - mean_absolute_error: 0.0069 - val_loss: 5.0489e-04 - val_mean_absolute_error: 0.0124 - 261ms/epoch - 2ms/step
## Epoch 198/200
## 173/173 - 0s - loss: 1.0233e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4069e-04 - val_mean_absolute_error: 0.0115 - 269ms/epoch - 2ms/step
## Epoch 199/200
## 173/173 - 0s - loss: 9.1916e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1047e-04 - val_mean_absolute_error: 0.0106 - 266ms/epoch - 2ms/step
## Epoch 200/200
## 173/173 - 0s - loss: 9.3445e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1368e-04 - val_mean_absolute_error: 0.0103 - 264ms/epoch - 2ms/step
## Epoch 1/250
## 173/173 - 1s - loss: 0.0011 - mean_absolute_error: 0.0219 - val_loss: 6.6382e-04 - val_mean_absolute_error: 0.0145 - 896ms/epoch - 5ms/step
## Epoch 2/250
## 173/173 - 0s - loss: 5.9690e-04 - mean_absolute_error: 0.0155 - val_loss: 5.7632e-04 - val_mean_absolute_error: 0.0128 - 263ms/epoch - 2ms/step
## Epoch 3/250
## 173/173 - 0s - loss: 4.8926e-04 - mean_absolute_error: 0.0141 - val_loss: 5.6129e-04 - val_mean_absolute_error: 0.0126 - 261ms/epoch - 2ms/step
## Epoch 4/250
## 173/173 - 0s - loss: 4.5398e-04 - mean_absolute_error: 0.0137 - val_loss: 5.1983e-04 - val_mean_absolute_error: 0.0127 - 264ms/epoch - 2ms/step
## Epoch 5/250
## 173/173 - 0s - loss: 4.0556e-04 - mean_absolute_error: 0.0130 - val_loss: 5.1779e-04 - val_mean_absolute_error: 0.0120 - 272ms/epoch - 2ms/step
## Epoch 6/250
## 173/173 - 0s - loss: 3.8306e-04 - mean_absolute_error: 0.0123 - val_loss: 4.8557e-04 - val_mean_absolute_error: 0.0117 - 265ms/epoch - 2ms/step
## Epoch 7/250
## 173/173 - 0s - loss: 3.5177e-04 - mean_absolute_error: 0.0121 - val_loss: 4.7943e-04 - val_mean_absolute_error: 0.0113 - 266ms/epoch - 2ms/step
## Epoch 8/250
## 173/173 - 0s - loss: 3.4202e-04 - mean_absolute_error: 0.0119 - val_loss: 4.3325e-04 - val_mean_absolute_error: 0.0112 - 264ms/epoch - 2ms/step
## Epoch 9/250
## 173/173 - 0s - loss: 3.1959e-04 - mean_absolute_error: 0.0114 - val_loss: 4.3838e-04 - val_mean_absolute_error: 0.0124 - 261ms/epoch - 2ms/step
## Epoch 10/250
## 173/173 - 0s - loss: 3.1064e-04 - mean_absolute_error: 0.0113 - val_loss: 3.9954e-04 - val_mean_absolute_error: 0.0109 - 260ms/epoch - 2ms/step
## Epoch 11/250
## 173/173 - 0s - loss: 2.8798e-04 - mean_absolute_error: 0.0110 - val_loss: 4.9985e-04 - val_mean_absolute_error: 0.0122 - 266ms/epoch - 2ms/step
## Epoch 12/250
## 173/173 - 0s - loss: 2.8848e-04 - mean_absolute_error: 0.0111 - val_loss: 4.5726e-04 - val_mean_absolute_error: 0.0110 - 265ms/epoch - 2ms/step
## Epoch 13/250
## 173/173 - 0s - loss: 2.7617e-04 - mean_absolute_error: 0.0107 - val_loss: 3.9040e-04 - val_mean_absolute_error: 0.0106 - 266ms/epoch - 2ms/step
## Epoch 14/250
## 173/173 - 0s - loss: 2.6001e-04 - mean_absolute_error: 0.0106 - val_loss: 4.0295e-04 - val_mean_absolute_error: 0.0105 - 266ms/epoch - 2ms/step
## Epoch 15/250
## 173/173 - 0s - loss: 2.6033e-04 - mean_absolute_error: 0.0105 - val_loss: 3.6240e-04 - val_mean_absolute_error: 0.0103 - 269ms/epoch - 2ms/step
## Epoch 16/250
## 173/173 - 0s - loss: 2.4303e-04 - mean_absolute_error: 0.0102 - val_loss: 4.2780e-04 - val_mean_absolute_error: 0.0110 - 269ms/epoch - 2ms/step
## Epoch 17/250
## 173/173 - 0s - loss: 2.3732e-04 - mean_absolute_error: 0.0102 - val_loss: 3.6691e-04 - val_mean_absolute_error: 0.0103 - 271ms/epoch - 2ms/step
## Epoch 18/250
## 173/173 - 0s - loss: 2.4307e-04 - mean_absolute_error: 0.0101 - val_loss: 3.4682e-04 - val_mean_absolute_error: 0.0103 - 262ms/epoch - 2ms/step
## Epoch 19/250
## 173/173 - 0s - loss: 2.4441e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7403e-04 - val_mean_absolute_error: 0.0102 - 263ms/epoch - 2ms/step
## Epoch 20/250
## 173/173 - 0s - loss: 2.2467e-04 - mean_absolute_error: 0.0100 - val_loss: 3.9490e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 21/250
## 173/173 - 0s - loss: 2.2958e-04 - mean_absolute_error: 0.0101 - val_loss: 3.6712e-04 - val_mean_absolute_error: 0.0101 - 276ms/epoch - 2ms/step
## Epoch 22/250
## 173/173 - 0s - loss: 2.1315e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8150e-04 - val_mean_absolute_error: 0.0105 - 262ms/epoch - 2ms/step
## Epoch 23/250
## 173/173 - 0s - loss: 2.1928e-04 - mean_absolute_error: 0.0098 - val_loss: 4.1038e-04 - val_mean_absolute_error: 0.0108 - 272ms/epoch - 2ms/step
## Epoch 24/250
## 173/173 - 0s - loss: 2.0727e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7621e-04 - val_mean_absolute_error: 0.0102 - 340ms/epoch - 2ms/step
## Epoch 25/250
## 173/173 - 0s - loss: 2.1228e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5461e-04 - val_mean_absolute_error: 0.0101 - 266ms/epoch - 2ms/step
## Epoch 26/250
## 173/173 - 0s - loss: 2.0463e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6511e-04 - val_mean_absolute_error: 0.0101 - 281ms/epoch - 2ms/step
## Epoch 27/250
## 173/173 - 0s - loss: 2.0546e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8741e-04 - val_mean_absolute_error: 0.0110 - 274ms/epoch - 2ms/step
## Epoch 28/250
## 173/173 - 0s - loss: 2.0357e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2927e-04 - val_mean_absolute_error: 0.0111 - 265ms/epoch - 2ms/step
## Epoch 29/250
## 173/173 - 0s - loss: 1.9197e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8338e-04 - val_mean_absolute_error: 0.0100 - 261ms/epoch - 2ms/step
## Epoch 30/250
## 173/173 - 0s - loss: 1.9629e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8575e-04 - val_mean_absolute_error: 0.0108 - 267ms/epoch - 2ms/step
## Epoch 31/250
## 173/173 - 0s - loss: 1.8404e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6882e-04 - val_mean_absolute_error: 0.0102 - 279ms/epoch - 2ms/step
## Epoch 32/250
## 173/173 - 0s - loss: 1.8860e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8917e-04 - val_mean_absolute_error: 0.0111 - 270ms/epoch - 2ms/step
## Epoch 33/250
## 173/173 - 0s - loss: 1.8372e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6073e-04 - val_mean_absolute_error: 0.0101 - 274ms/epoch - 2ms/step
## Epoch 34/250
## 173/173 - 0s - loss: 2.0555e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0240e-04 - val_mean_absolute_error: 0.0114 - 264ms/epoch - 2ms/step
## Epoch 35/250
## 173/173 - 0s - loss: 2.0031e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9367e-04 - val_mean_absolute_error: 0.0117 - 264ms/epoch - 2ms/step
## Epoch 36/250
## 173/173 - 0s - loss: 1.7694e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6743e-04 - val_mean_absolute_error: 0.0105 - 268ms/epoch - 2ms/step
## Epoch 37/250
## 173/173 - 0s - loss: 1.9180e-04 - mean_absolute_error: 0.0092 - val_loss: 3.4993e-04 - val_mean_absolute_error: 0.0100 - 276ms/epoch - 2ms/step
## Epoch 38/250
## 173/173 - 0s - loss: 1.8610e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0267e-04 - val_mean_absolute_error: 0.0108 - 320ms/epoch - 2ms/step
## Epoch 39/250
## 173/173 - 0s - loss: 1.7993e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8191e-04 - val_mean_absolute_error: 0.0103 - 268ms/epoch - 2ms/step
## Epoch 40/250
## 173/173 - 0s - loss: 1.7630e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9825e-04 - val_mean_absolute_error: 0.0101 - 260ms/epoch - 2ms/step
## Epoch 41/250
## 173/173 - 0s - loss: 1.6773e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0849e-04 - val_mean_absolute_error: 0.0104 - 265ms/epoch - 2ms/step
## Epoch 42/250
## 173/173 - 0s - loss: 1.7608e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5205e-04 - val_mean_absolute_error: 0.0101 - 256ms/epoch - 1ms/step
## Epoch 43/250
## 173/173 - 0s - loss: 1.7484e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5424e-04 - val_mean_absolute_error: 0.0106 - 264ms/epoch - 2ms/step
## Epoch 44/250
## 173/173 - 0s - loss: 1.6763e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8149e-04 - val_mean_absolute_error: 0.0110 - 300ms/epoch - 2ms/step
## Epoch 45/250
## 173/173 - 0s - loss: 1.6599e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7331e-04 - val_mean_absolute_error: 0.0104 - 275ms/epoch - 2ms/step
## Epoch 46/250
## 173/173 - 0s - loss: 1.6099e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6531e-04 - val_mean_absolute_error: 0.0105 - 260ms/epoch - 2ms/step
## Epoch 47/250
## 173/173 - 0s - loss: 1.8011e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7288e-04 - val_mean_absolute_error: 0.0106 - 266ms/epoch - 2ms/step
## Epoch 48/250
## 173/173 - 0s - loss: 1.6750e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4977e-04 - val_mean_absolute_error: 0.0105 - 256ms/epoch - 1ms/step
## Epoch 49/250
## 173/173 - 0s - loss: 1.5822e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4669e-04 - val_mean_absolute_error: 0.0101 - 268ms/epoch - 2ms/step
## Epoch 50/250
## 173/173 - 0s - loss: 1.5817e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5778e-04 - val_mean_absolute_error: 0.0104 - 262ms/epoch - 2ms/step
## Epoch 51/250
## 173/173 - 0s - loss: 1.6651e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7185e-04 - val_mean_absolute_error: 0.0112 - 266ms/epoch - 2ms/step
## Epoch 52/250
## 173/173 - 0s - loss: 1.5382e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8523e-04 - val_mean_absolute_error: 0.0107 - 270ms/epoch - 2ms/step
## Epoch 53/250
## 173/173 - 0s - loss: 1.5496e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6974e-04 - val_mean_absolute_error: 0.0100 - 274ms/epoch - 2ms/step
## Epoch 54/250
## 173/173 - 0s - loss: 1.5129e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5819e-04 - val_mean_absolute_error: 0.0110 - 269ms/epoch - 2ms/step
## Epoch 55/250
## 173/173 - 0s - loss: 1.5093e-04 - mean_absolute_error: 0.0084 - val_loss: 3.3846e-04 - val_mean_absolute_error: 0.0100 - 312ms/epoch - 2ms/step
## Epoch 56/250
## 173/173 - 0s - loss: 1.5522e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8071e-04 - val_mean_absolute_error: 0.0100 - 311ms/epoch - 2ms/step
## Epoch 57/250
## 173/173 - 0s - loss: 1.5465e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7270e-04 - val_mean_absolute_error: 0.0105 - 260ms/epoch - 2ms/step
## Epoch 58/250
## 173/173 - 0s - loss: 1.4959e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6451e-04 - val_mean_absolute_error: 0.0100 - 269ms/epoch - 2ms/step
## Epoch 59/250
## 173/173 - 0s - loss: 1.5061e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5481e-04 - val_mean_absolute_error: 0.0100 - 288ms/epoch - 2ms/step
## Epoch 60/250
## 173/173 - 0s - loss: 1.5147e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8282e-04 - val_mean_absolute_error: 0.0104 - 266ms/epoch - 2ms/step
## Epoch 61/250
## 173/173 - 0s - loss: 1.4556e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8738e-04 - val_mean_absolute_error: 0.0101 - 263ms/epoch - 2ms/step
## Epoch 62/250
## 173/173 - 0s - loss: 1.4828e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6677e-04 - val_mean_absolute_error: 0.0104 - 268ms/epoch - 2ms/step
## Epoch 63/250
## 173/173 - 0s - loss: 1.5009e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8436e-04 - val_mean_absolute_error: 0.0111 - 259ms/epoch - 1ms/step
## Epoch 64/250
## 173/173 - 0s - loss: 1.4821e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8156e-04 - val_mean_absolute_error: 0.0107 - 257ms/epoch - 1ms/step
## Epoch 65/250
## 173/173 - 0s - loss: 1.4892e-04 - mean_absolute_error: 0.0083 - val_loss: 3.4317e-04 - val_mean_absolute_error: 0.0102 - 296ms/epoch - 2ms/step
## Epoch 66/250
## 173/173 - 0s - loss: 1.4376e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8092e-04 - val_mean_absolute_error: 0.0104 - 310ms/epoch - 2ms/step
## Epoch 67/250
## 173/173 - 0s - loss: 1.4564e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8515e-04 - val_mean_absolute_error: 0.0110 - 269ms/epoch - 2ms/step
## Epoch 68/250
## 173/173 - 0s - loss: 1.4411e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8453e-04 - val_mean_absolute_error: 0.0108 - 272ms/epoch - 2ms/step
## Epoch 69/250
## 173/173 - 0s - loss: 1.4309e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9812e-04 - val_mean_absolute_error: 0.0116 - 311ms/epoch - 2ms/step
## Epoch 70/250
## 173/173 - 0s - loss: 1.4240e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6410e-04 - val_mean_absolute_error: 0.0110 - 264ms/epoch - 2ms/step
## Epoch 71/250
## 173/173 - 0s - loss: 1.3815e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6003e-04 - val_mean_absolute_error: 0.0103 - 265ms/epoch - 2ms/step
## Epoch 72/250
## 173/173 - 0s - loss: 1.4239e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7230e-04 - val_mean_absolute_error: 0.0104 - 271ms/epoch - 2ms/step
## Epoch 73/250
## 173/173 - 0s - loss: 1.3918e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7212e-04 - val_mean_absolute_error: 0.0103 - 257ms/epoch - 1ms/step
## Epoch 74/250
## 173/173 - 0s - loss: 1.3492e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7044e-04 - val_mean_absolute_error: 0.0110 - 268ms/epoch - 2ms/step
## Epoch 75/250
## 173/173 - 0s - loss: 1.3961e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8796e-04 - val_mean_absolute_error: 0.0103 - 308ms/epoch - 2ms/step
## Epoch 76/250
## 173/173 - 0s - loss: 1.3931e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8869e-04 - val_mean_absolute_error: 0.0111 - 264ms/epoch - 2ms/step
## Epoch 77/250
## 173/173 - 0s - loss: 1.3761e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6882e-04 - val_mean_absolute_error: 0.0099 - 273ms/epoch - 2ms/step
## Epoch 78/250
## 173/173 - 0s - loss: 1.3343e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6072e-04 - val_mean_absolute_error: 0.0098 - 261ms/epoch - 2ms/step
## Epoch 79/250
## 173/173 - 0s - loss: 1.3962e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9007e-04 - val_mean_absolute_error: 0.0118 - 267ms/epoch - 2ms/step
## Epoch 80/250
## 173/173 - 0s - loss: 1.2913e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7716e-04 - val_mean_absolute_error: 0.0107 - 277ms/epoch - 2ms/step
## Epoch 81/250
## 173/173 - 0s - loss: 1.3724e-04 - mean_absolute_error: 0.0080 - val_loss: 3.6368e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 82/250
## 173/173 - 0s - loss: 1.3466e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7807e-04 - val_mean_absolute_error: 0.0101 - 266ms/epoch - 2ms/step
## Epoch 83/250
## 173/173 - 0s - loss: 1.2977e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0142e-04 - val_mean_absolute_error: 0.0113 - 273ms/epoch - 2ms/step
## Epoch 84/250
## 173/173 - 0s - loss: 1.3063e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0475e-04 - val_mean_absolute_error: 0.0104 - 269ms/epoch - 2ms/step
## Epoch 85/250
## 173/173 - 0s - loss: 1.3031e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0790e-04 - val_mean_absolute_error: 0.0106 - 254ms/epoch - 1ms/step
## Epoch 86/250
## 173/173 - 0s - loss: 1.3044e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0040e-04 - val_mean_absolute_error: 0.0103 - 261ms/epoch - 2ms/step
## Epoch 87/250
## 173/173 - 0s - loss: 1.3690e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5756e-04 - val_mean_absolute_error: 0.0100 - 268ms/epoch - 2ms/step
## Epoch 88/250
## 173/173 - 0s - loss: 1.3068e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7642e-04 - val_mean_absolute_error: 0.0107 - 263ms/epoch - 2ms/step
## Epoch 89/250
## 173/173 - 0s - loss: 1.3102e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8459e-04 - val_mean_absolute_error: 0.0101 - 309ms/epoch - 2ms/step
## Epoch 90/250
## 173/173 - 0s - loss: 1.3267e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5479e-04 - val_mean_absolute_error: 0.0117 - 265ms/epoch - 2ms/step
## Epoch 91/250
## 173/173 - 0s - loss: 1.3964e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9040e-04 - val_mean_absolute_error: 0.0109 - 265ms/epoch - 2ms/step
## Epoch 92/250
## 173/173 - 0s - loss: 1.2917e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9476e-04 - val_mean_absolute_error: 0.0110 - 263ms/epoch - 2ms/step
## Epoch 93/250
## 173/173 - 0s - loss: 1.2672e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1724e-04 - val_mean_absolute_error: 0.0116 - 272ms/epoch - 2ms/step
## Epoch 94/250
## 173/173 - 0s - loss: 1.2452e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7677e-04 - val_mean_absolute_error: 0.0106 - 331ms/epoch - 2ms/step
## Epoch 95/250
## 173/173 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0153e-04 - val_mean_absolute_error: 0.0117 - 265ms/epoch - 2ms/step
## Epoch 96/250
## 173/173 - 0s - loss: 1.2377e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7851e-04 - val_mean_absolute_error: 0.0105 - 261ms/epoch - 2ms/step
## Epoch 97/250
## 173/173 - 0s - loss: 1.2044e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8366e-04 - val_mean_absolute_error: 0.0100 - 292ms/epoch - 2ms/step
## Epoch 98/250
## 173/173 - 0s - loss: 1.2049e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8333e-04 - val_mean_absolute_error: 0.0103 - 276ms/epoch - 2ms/step
## Epoch 99/250
## 173/173 - 0s - loss: 1.2201e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0777e-04 - val_mean_absolute_error: 0.0117 - 253ms/epoch - 1ms/step
## Epoch 100/250
## 173/173 - 0s - loss: 1.2569e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0927e-04 - val_mean_absolute_error: 0.0112 - 265ms/epoch - 2ms/step
## Epoch 101/250
## 173/173 - 0s - loss: 1.2378e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0462e-04 - val_mean_absolute_error: 0.0109 - 269ms/epoch - 2ms/step
## Epoch 102/250
## 173/173 - 0s - loss: 1.2677e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0390e-04 - val_mean_absolute_error: 0.0118 - 270ms/epoch - 2ms/step
## Epoch 103/250
## 173/173 - 0s - loss: 1.2080e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9760e-04 - val_mean_absolute_error: 0.0113 - 361ms/epoch - 2ms/step
## Epoch 104/250
## 173/173 - 0s - loss: 1.3101e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7664e-04 - val_mean_absolute_error: 0.0102 - 263ms/epoch - 2ms/step
## Epoch 105/250
## 173/173 - 0s - loss: 1.1992e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6847e-04 - val_mean_absolute_error: 0.0102 - 279ms/epoch - 2ms/step
## Epoch 106/250
## 173/173 - 0s - loss: 1.1899e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0600e-04 - val_mean_absolute_error: 0.0116 - 262ms/epoch - 2ms/step
## Epoch 107/250
## 173/173 - 0s - loss: 1.2058e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2214e-04 - val_mean_absolute_error: 0.0116 - 270ms/epoch - 2ms/step
## Epoch 108/250
## 173/173 - 0s - loss: 1.2391e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1455e-04 - val_mean_absolute_error: 0.0107 - 270ms/epoch - 2ms/step
## Epoch 109/250
## 173/173 - 0s - loss: 1.1882e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0547e-04 - val_mean_absolute_error: 0.0106 - 282ms/epoch - 2ms/step
## Epoch 110/250
## 173/173 - 0s - loss: 1.2510e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1939e-04 - val_mean_absolute_error: 0.0113 - 269ms/epoch - 2ms/step
## Epoch 111/250
## 173/173 - 0s - loss: 1.2211e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0990e-04 - val_mean_absolute_error: 0.0115 - 273ms/epoch - 2ms/step
## Epoch 112/250
## 173/173 - 0s - loss: 1.1617e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0775e-04 - val_mean_absolute_error: 0.0108 - 271ms/epoch - 2ms/step
## Epoch 113/250
## 173/173 - 0s - loss: 1.1693e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9454e-04 - val_mean_absolute_error: 0.0108 - 317ms/epoch - 2ms/step
## Epoch 114/250
## 173/173 - 0s - loss: 1.1628e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0655e-04 - val_mean_absolute_error: 0.0114 - 262ms/epoch - 2ms/step
## Epoch 115/250
## 173/173 - 0s - loss: 1.1806e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2889e-04 - val_mean_absolute_error: 0.0114 - 261ms/epoch - 2ms/step
## Epoch 116/250
## 173/173 - 0s - loss: 1.3002e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8066e-04 - val_mean_absolute_error: 0.0103 - 273ms/epoch - 2ms/step
## Epoch 117/250
## 173/173 - 0s - loss: 1.1579e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9681e-04 - val_mean_absolute_error: 0.0107 - 276ms/epoch - 2ms/step
## Epoch 118/250
## 173/173 - 0s - loss: 1.1559e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9258e-04 - val_mean_absolute_error: 0.0105 - 262ms/epoch - 2ms/step
## Epoch 119/250
## 173/173 - 0s - loss: 1.1917e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0261e-04 - val_mean_absolute_error: 0.0110 - 275ms/epoch - 2ms/step
## Epoch 120/250
## 173/173 - 0s - loss: 1.1375e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3230e-04 - val_mean_absolute_error: 0.0105 - 270ms/epoch - 2ms/step
## Epoch 121/250
## 173/173 - 0s - loss: 1.1208e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0551e-04 - val_mean_absolute_error: 0.0112 - 269ms/epoch - 2ms/step
## Epoch 122/250
## 173/173 - 0s - loss: 1.1604e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2232e-04 - val_mean_absolute_error: 0.0121 - 271ms/epoch - 2ms/step
## Epoch 123/250
## 173/173 - 0s - loss: 1.1514e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0703e-04 - val_mean_absolute_error: 0.0105 - 271ms/epoch - 2ms/step
## Epoch 124/250
## 173/173 - 0s - loss: 1.1413e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1120e-04 - val_mean_absolute_error: 0.0105 - 273ms/epoch - 2ms/step
## Epoch 125/250
## 173/173 - 0s - loss: 1.0715e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0514e-04 - val_mean_absolute_error: 0.0107 - 271ms/epoch - 2ms/step
## Epoch 126/250
## 173/173 - 0s - loss: 1.1522e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0533e-04 - val_mean_absolute_error: 0.0107 - 275ms/epoch - 2ms/step
## Epoch 127/250
## 173/173 - 0s - loss: 1.2245e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0744e-04 - val_mean_absolute_error: 0.0106 - 266ms/epoch - 2ms/step
## Epoch 128/250
## 173/173 - 0s - loss: 1.1237e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0494e-04 - val_mean_absolute_error: 0.0105 - 259ms/epoch - 1ms/step
## Epoch 129/250
## 173/173 - 0s - loss: 1.0417e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1481e-04 - val_mean_absolute_error: 0.0111 - 259ms/epoch - 1ms/step
## Epoch 130/250
## 173/173 - 0s - loss: 1.0880e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2191e-04 - val_mean_absolute_error: 0.0109 - 268ms/epoch - 2ms/step
## Epoch 131/250
## 173/173 - 0s - loss: 1.0688e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2285e-04 - val_mean_absolute_error: 0.0115 - 264ms/epoch - 2ms/step
## Epoch 132/250
## 173/173 - 0s - loss: 1.1517e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1489e-04 - val_mean_absolute_error: 0.0117 - 262ms/epoch - 2ms/step
## Epoch 133/250
## 173/173 - 0s - loss: 1.0527e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9940e-04 - val_mean_absolute_error: 0.0109 - 260ms/epoch - 2ms/step
## Epoch 134/250
## 173/173 - 0s - loss: 1.1107e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2158e-04 - val_mean_absolute_error: 0.0116 - 305ms/epoch - 2ms/step
## Epoch 135/250
## 173/173 - 0s - loss: 1.0738e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9089e-04 - val_mean_absolute_error: 0.0106 - 272ms/epoch - 2ms/step
## Epoch 136/250
## 173/173 - 0s - loss: 1.1293e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3001e-04 - val_mean_absolute_error: 0.0117 - 268ms/epoch - 2ms/step
## Epoch 137/250
## 173/173 - 0s - loss: 1.0794e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3244e-04 - val_mean_absolute_error: 0.0109 - 283ms/epoch - 2ms/step
## Epoch 138/250
## 173/173 - 0s - loss: 1.0776e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1357e-04 - val_mean_absolute_error: 0.0104 - 316ms/epoch - 2ms/step
## Epoch 139/250
## 173/173 - 0s - loss: 1.0237e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9887e-04 - val_mean_absolute_error: 0.0113 - 268ms/epoch - 2ms/step
## Epoch 140/250
## 173/173 - 0s - loss: 1.0684e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2159e-04 - val_mean_absolute_error: 0.0106 - 269ms/epoch - 2ms/step
## Epoch 141/250
## 173/173 - 0s - loss: 1.0736e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1629e-04 - val_mean_absolute_error: 0.0107 - 254ms/epoch - 1ms/step
## Epoch 142/250
## 173/173 - 0s - loss: 1.1358e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3760e-04 - val_mean_absolute_error: 0.0109 - 329ms/epoch - 2ms/step
## Epoch 143/250
## 173/173 - 0s - loss: 1.0818e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6465e-04 - val_mean_absolute_error: 0.0121 - 262ms/epoch - 2ms/step
## Epoch 144/250
## 173/173 - 0s - loss: 1.0618e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0382e-04 - val_mean_absolute_error: 0.0101 - 296ms/epoch - 2ms/step
## Epoch 145/250
## 173/173 - 0s - loss: 1.1014e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2719e-04 - val_mean_absolute_error: 0.0117 - 269ms/epoch - 2ms/step
## Epoch 146/250
## 173/173 - 0s - loss: 1.0946e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4573e-04 - val_mean_absolute_error: 0.0119 - 308ms/epoch - 2ms/step
## Epoch 147/250
## 173/173 - 0s - loss: 1.0224e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1383e-04 - val_mean_absolute_error: 0.0115 - 278ms/epoch - 2ms/step
## Epoch 148/250
## 173/173 - 0s - loss: 1.1167e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3171e-04 - val_mean_absolute_error: 0.0103 - 262ms/epoch - 2ms/step
## Epoch 149/250
## 173/173 - 0s - loss: 1.1579e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4214e-04 - val_mean_absolute_error: 0.0123 - 271ms/epoch - 2ms/step
## Epoch 150/250
## 173/173 - 0s - loss: 1.0739e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1767e-04 - val_mean_absolute_error: 0.0104 - 266ms/epoch - 2ms/step
## Epoch 151/250
## 173/173 - 0s - loss: 1.0405e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1027e-04 - val_mean_absolute_error: 0.0108 - 273ms/epoch - 2ms/step
## Epoch 152/250
## 173/173 - 0s - loss: 9.9832e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3669e-04 - val_mean_absolute_error: 0.0114 - 273ms/epoch - 2ms/step
## Epoch 153/250
## 173/173 - 0s - loss: 1.0310e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2152e-04 - val_mean_absolute_error: 0.0117 - 283ms/epoch - 2ms/step
## Epoch 154/250
## 173/173 - 0s - loss: 1.0998e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1345e-04 - val_mean_absolute_error: 0.0113 - 272ms/epoch - 2ms/step
## Epoch 155/250
## 173/173 - 0s - loss: 1.0750e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3001e-04 - val_mean_absolute_error: 0.0110 - 266ms/epoch - 2ms/step
## Epoch 156/250
## 173/173 - 0s - loss: 1.0851e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4042e-04 - val_mean_absolute_error: 0.0110 - 263ms/epoch - 2ms/step
## Epoch 157/250
## 173/173 - 0s - loss: 1.0344e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3928e-04 - val_mean_absolute_error: 0.0109 - 285ms/epoch - 2ms/step
## Epoch 158/250
## 173/173 - 0s - loss: 1.0862e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2248e-04 - val_mean_absolute_error: 0.0108 - 285ms/epoch - 2ms/step
## Epoch 159/250
## 173/173 - 0s - loss: 1.1083e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1470e-04 - val_mean_absolute_error: 0.0113 - 272ms/epoch - 2ms/step
## Epoch 160/250
## 173/173 - 0s - loss: 1.0365e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3199e-04 - val_mean_absolute_error: 0.0115 - 275ms/epoch - 2ms/step
## Epoch 161/250
## 173/173 - 0s - loss: 1.0761e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3113e-04 - val_mean_absolute_error: 0.0115 - 268ms/epoch - 2ms/step
## Epoch 162/250
## 173/173 - 0s - loss: 1.0115e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3066e-04 - val_mean_absolute_error: 0.0109 - 263ms/epoch - 2ms/step
## Epoch 163/250
## 173/173 - 0s - loss: 1.0596e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2845e-04 - val_mean_absolute_error: 0.0109 - 268ms/epoch - 2ms/step
## Epoch 164/250
## 173/173 - 0s - loss: 9.7550e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3262e-04 - val_mean_absolute_error: 0.0114 - 263ms/epoch - 2ms/step
## Epoch 165/250
## 173/173 - 0s - loss: 9.9812e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3979e-04 - val_mean_absolute_error: 0.0110 - 257ms/epoch - 1ms/step
## Epoch 166/250
## 173/173 - 0s - loss: 1.0260e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1651e-04 - val_mean_absolute_error: 0.0109 - 268ms/epoch - 2ms/step
## Epoch 167/250
## 173/173 - 0s - loss: 1.0012e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4092e-04 - val_mean_absolute_error: 0.0111 - 250ms/epoch - 1ms/step
## Epoch 168/250
## 173/173 - 0s - loss: 1.0143e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4883e-04 - val_mean_absolute_error: 0.0119 - 259ms/epoch - 1ms/step
## Epoch 169/250
## 173/173 - 0s - loss: 1.0435e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2946e-04 - val_mean_absolute_error: 0.0105 - 255ms/epoch - 1ms/step
## Epoch 170/250
## 173/173 - 0s - loss: 1.0194e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1483e-04 - val_mean_absolute_error: 0.0113 - 264ms/epoch - 2ms/step
## Epoch 171/250
## 173/173 - 0s - loss: 1.0620e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0513e-04 - val_mean_absolute_error: 0.0103 - 314ms/epoch - 2ms/step
## Epoch 172/250
## 173/173 - 0s - loss: 1.0473e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3064e-04 - val_mean_absolute_error: 0.0111 - 268ms/epoch - 2ms/step
## Epoch 173/250
## 173/173 - 0s - loss: 1.0074e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2514e-04 - val_mean_absolute_error: 0.0112 - 268ms/epoch - 2ms/step
## Epoch 174/250
## 173/173 - 0s - loss: 9.7525e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2486e-04 - val_mean_absolute_error: 0.0114 - 313ms/epoch - 2ms/step
## Epoch 175/250
## 173/173 - 0s - loss: 9.6977e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4020e-04 - val_mean_absolute_error: 0.0119 - 255ms/epoch - 1ms/step
## Epoch 176/250
## 173/173 - 0s - loss: 9.7490e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4412e-04 - val_mean_absolute_error: 0.0110 - 260ms/epoch - 2ms/step
## Epoch 177/250
## 173/173 - 0s - loss: 1.0362e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1270e-04 - val_mean_absolute_error: 0.0109 - 272ms/epoch - 2ms/step
## Epoch 178/250
## 173/173 - 0s - loss: 1.0270e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1688e-04 - val_mean_absolute_error: 0.0114 - 259ms/epoch - 1ms/step
## Epoch 179/250
## 173/173 - 0s - loss: 1.0044e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1514e-04 - val_mean_absolute_error: 0.0107 - 256ms/epoch - 1ms/step
## Epoch 180/250
## 173/173 - 0s - loss: 1.0277e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4527e-04 - val_mean_absolute_error: 0.0127 - 259ms/epoch - 1ms/step
## Epoch 181/250
## 173/173 - 0s - loss: 9.4371e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1466e-04 - val_mean_absolute_error: 0.0113 - 261ms/epoch - 2ms/step
## Epoch 182/250
## 173/173 - 0s - loss: 9.4257e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3448e-04 - val_mean_absolute_error: 0.0116 - 266ms/epoch - 2ms/step
## Epoch 183/250
## 173/173 - 0s - loss: 9.6342e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1443e-04 - val_mean_absolute_error: 0.0110 - 256ms/epoch - 1ms/step
## Epoch 184/250
## 173/173 - 0s - loss: 9.8724e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0569e-04 - val_mean_absolute_error: 0.0104 - 255ms/epoch - 1ms/step
## Epoch 185/250
## 173/173 - 0s - loss: 9.5535e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9885e-04 - val_mean_absolute_error: 0.0107 - 263ms/epoch - 2ms/step
## Epoch 186/250
## 173/173 - 0s - loss: 9.8015e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1075e-04 - val_mean_absolute_error: 0.0105 - 259ms/epoch - 1ms/step
## Epoch 187/250
## 173/173 - 0s - loss: 9.4335e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4471e-04 - val_mean_absolute_error: 0.0114 - 260ms/epoch - 2ms/step
## Epoch 188/250
## 173/173 - 0s - loss: 9.5477e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2087e-04 - val_mean_absolute_error: 0.0110 - 314ms/epoch - 2ms/step
## Epoch 189/250
## 173/173 - 0s - loss: 9.6979e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5525e-04 - val_mean_absolute_error: 0.0107 - 256ms/epoch - 1ms/step
## Epoch 190/250
## 173/173 - 0s - loss: 9.5110e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2883e-04 - val_mean_absolute_error: 0.0114 - 263ms/epoch - 2ms/step
## Epoch 191/250
## 173/173 - 0s - loss: 9.7899e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2893e-04 - val_mean_absolute_error: 0.0113 - 273ms/epoch - 2ms/step
## Epoch 192/250
## 173/173 - 0s - loss: 9.6417e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3359e-04 - val_mean_absolute_error: 0.0118 - 282ms/epoch - 2ms/step
## Epoch 193/250
## 173/173 - 0s - loss: 9.8811e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5618e-04 - val_mean_absolute_error: 0.0118 - 272ms/epoch - 2ms/step
## Epoch 194/250
## 173/173 - 0s - loss: 9.7481e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2463e-04 - val_mean_absolute_error: 0.0108 - 257ms/epoch - 1ms/step
## Epoch 195/250
## 173/173 - 0s - loss: 9.9210e-05 - mean_absolute_error: 0.0071 - val_loss: 4.2562e-04 - val_mean_absolute_error: 0.0108 - 286ms/epoch - 2ms/step
## Epoch 196/250
## 173/173 - 0s - loss: 9.2225e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5729e-04 - val_mean_absolute_error: 0.0111 - 255ms/epoch - 1ms/step
## Epoch 197/250
## 173/173 - 0s - loss: 1.0610e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4307e-04 - val_mean_absolute_error: 0.0109 - 267ms/epoch - 2ms/step
## Epoch 198/250
## 173/173 - 0s - loss: 9.7219e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4079e-04 - val_mean_absolute_error: 0.0116 - 267ms/epoch - 2ms/step
## Epoch 199/250
## 173/173 - 0s - loss: 9.6420e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2679e-04 - val_mean_absolute_error: 0.0113 - 298ms/epoch - 2ms/step
## Epoch 200/250
## 173/173 - 0s - loss: 9.5466e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2381e-04 - val_mean_absolute_error: 0.0107 - 264ms/epoch - 2ms/step
## Epoch 201/250
## 173/173 - 0s - loss: 9.5510e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4355e-04 - val_mean_absolute_error: 0.0109 - 270ms/epoch - 2ms/step
## Epoch 202/250
## 173/173 - 0s - loss: 9.6455e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6625e-04 - val_mean_absolute_error: 0.0118 - 258ms/epoch - 1ms/step
## Epoch 203/250
## 173/173 - 0s - loss: 9.5562e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1006e-04 - val_mean_absolute_error: 0.0107 - 289ms/epoch - 2ms/step
## Epoch 204/250
## 173/173 - 0s - loss: 9.5698e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3207e-04 - val_mean_absolute_error: 0.0112 - 254ms/epoch - 1ms/step
## Epoch 205/250
## 173/173 - 0s - loss: 9.1431e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1722e-04 - val_mean_absolute_error: 0.0108 - 274ms/epoch - 2ms/step
## Epoch 206/250
## 173/173 - 0s - loss: 9.8344e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7059e-04 - val_mean_absolute_error: 0.0134 - 265ms/epoch - 2ms/step
## Epoch 207/250
## 173/173 - 0s - loss: 9.7543e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4333e-04 - val_mean_absolute_error: 0.0116 - 262ms/epoch - 2ms/step
## Epoch 208/250
## 173/173 - 0s - loss: 9.1635e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4605e-04 - val_mean_absolute_error: 0.0110 - 279ms/epoch - 2ms/step
## Epoch 209/250
## 173/173 - 0s - loss: 9.1270e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3421e-04 - val_mean_absolute_error: 0.0106 - 275ms/epoch - 2ms/step
## Epoch 210/250
## 173/173 - 0s - loss: 9.1131e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3934e-04 - val_mean_absolute_error: 0.0118 - 275ms/epoch - 2ms/step
## Epoch 211/250
## 173/173 - 0s - loss: 9.4226e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2570e-04 - val_mean_absolute_error: 0.0109 - 268ms/epoch - 2ms/step
## Epoch 212/250
## 173/173 - 0s - loss: 9.5899e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5956e-04 - val_mean_absolute_error: 0.0119 - 282ms/epoch - 2ms/step
## Epoch 213/250
## 173/173 - 0s - loss: 8.8518e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5314e-04 - val_mean_absolute_error: 0.0116 - 274ms/epoch - 2ms/step
## Epoch 214/250
## 173/173 - 0s - loss: 9.3741e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4452e-04 - val_mean_absolute_error: 0.0111 - 279ms/epoch - 2ms/step
## Epoch 215/250
## 173/173 - 0s - loss: 9.4997e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3105e-04 - val_mean_absolute_error: 0.0111 - 272ms/epoch - 2ms/step
## Epoch 216/250
## 173/173 - 0s - loss: 9.6177e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3547e-04 - val_mean_absolute_error: 0.0114 - 268ms/epoch - 2ms/step
## Epoch 217/250
## 173/173 - 0s - loss: 9.6528e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1883e-04 - val_mean_absolute_error: 0.0107 - 269ms/epoch - 2ms/step
## Epoch 218/250
## 173/173 - 0s - loss: 9.6667e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3939e-04 - val_mean_absolute_error: 0.0109 - 279ms/epoch - 2ms/step
## Epoch 219/250
## 173/173 - 0s - loss: 9.5414e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0304e-04 - val_mean_absolute_error: 0.0105 - 263ms/epoch - 2ms/step
## Epoch 220/250
## 173/173 - 0s - loss: 9.1772e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4721e-04 - val_mean_absolute_error: 0.0116 - 258ms/epoch - 1ms/step
## Epoch 221/250
## 173/173 - 0s - loss: 8.9126e-05 - mean_absolute_error: 0.0067 - val_loss: 4.5081e-04 - val_mean_absolute_error: 0.0117 - 263ms/epoch - 2ms/step
## Epoch 222/250
## 173/173 - 0s - loss: 9.4229e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5387e-04 - val_mean_absolute_error: 0.0120 - 282ms/epoch - 2ms/step
## Epoch 223/250
## 173/173 - 0s - loss: 8.8028e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3264e-04 - val_mean_absolute_error: 0.0121 - 328ms/epoch - 2ms/step
## Epoch 224/250
## 173/173 - 0s - loss: 1.0017e-04 - mean_absolute_error: 0.0070 - val_loss: 4.6054e-04 - val_mean_absolute_error: 0.0123 - 315ms/epoch - 2ms/step
## Epoch 225/250
## 173/173 - 0s - loss: 9.1265e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3966e-04 - val_mean_absolute_error: 0.0114 - 261ms/epoch - 2ms/step
## Epoch 226/250
## 173/173 - 0s - loss: 8.9936e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2531e-04 - val_mean_absolute_error: 0.0117 - 269ms/epoch - 2ms/step
## Epoch 227/250
## 173/173 - 0s - loss: 9.4182e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1601e-04 - val_mean_absolute_error: 0.0115 - 268ms/epoch - 2ms/step
## Epoch 228/250
## 173/173 - 0s - loss: 9.1558e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1627e-04 - val_mean_absolute_error: 0.0109 - 258ms/epoch - 1ms/step
## Epoch 229/250
## 173/173 - 0s - loss: 8.7671e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2153e-04 - val_mean_absolute_error: 0.0105 - 273ms/epoch - 2ms/step
## Epoch 230/250
## 173/173 - 0s - loss: 8.8156e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0506e-04 - val_mean_absolute_error: 0.0107 - 262ms/epoch - 2ms/step
## Epoch 231/250
## 173/173 - 0s - loss: 9.1687e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3913e-04 - val_mean_absolute_error: 0.0113 - 284ms/epoch - 2ms/step
## Epoch 232/250
## 173/173 - 0s - loss: 9.6129e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4104e-04 - val_mean_absolute_error: 0.0112 - 283ms/epoch - 2ms/step
## Epoch 233/250
## 173/173 - 0s - loss: 9.2551e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3653e-04 - val_mean_absolute_error: 0.0108 - 273ms/epoch - 2ms/step
## Epoch 234/250
## 173/173 - 0s - loss: 9.1138e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4788e-04 - val_mean_absolute_error: 0.0113 - 275ms/epoch - 2ms/step
## Epoch 235/250
## 173/173 - 0s - loss: 9.0163e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4153e-04 - val_mean_absolute_error: 0.0115 - 274ms/epoch - 2ms/step
## Epoch 236/250
## 173/173 - 0s - loss: 8.6557e-05 - mean_absolute_error: 0.0067 - val_loss: 4.1958e-04 - val_mean_absolute_error: 0.0109 - 270ms/epoch - 2ms/step
## Epoch 237/250
## 173/173 - 0s - loss: 9.7033e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0635e-04 - val_mean_absolute_error: 0.0109 - 279ms/epoch - 2ms/step
## Epoch 238/250
## 173/173 - 0s - loss: 8.8024e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2052e-04 - val_mean_absolute_error: 0.0112 - 274ms/epoch - 2ms/step
## Epoch 239/250
## 173/173 - 0s - loss: 9.3950e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2648e-04 - val_mean_absolute_error: 0.0108 - 274ms/epoch - 2ms/step
## Epoch 240/250
## 173/173 - 0s - loss: 9.1558e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2213e-04 - val_mean_absolute_error: 0.0109 - 281ms/epoch - 2ms/step
## Epoch 241/250
## 173/173 - 0s - loss: 8.7980e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2372e-04 - val_mean_absolute_error: 0.0121 - 277ms/epoch - 2ms/step
## Epoch 242/250
## 173/173 - 0s - loss: 9.4300e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4556e-04 - val_mean_absolute_error: 0.0112 - 267ms/epoch - 2ms/step
## Epoch 243/250
## 173/173 - 0s - loss: 8.9558e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3789e-04 - val_mean_absolute_error: 0.0114 - 272ms/epoch - 2ms/step
## Epoch 244/250
## 173/173 - 0s - loss: 8.9596e-05 - mean_absolute_error: 0.0067 - val_loss: 4.4123e-04 - val_mean_absolute_error: 0.0113 - 268ms/epoch - 2ms/step
## Epoch 245/250
## 173/173 - 0s - loss: 9.0533e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4623e-04 - val_mean_absolute_error: 0.0113 - 266ms/epoch - 2ms/step
## Epoch 246/250
## 173/173 - 0s - loss: 9.2778e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2363e-04 - val_mean_absolute_error: 0.0108 - 263ms/epoch - 2ms/step
## Epoch 247/250
## 173/173 - 0s - loss: 8.7566e-05 - mean_absolute_error: 0.0067 - val_loss: 4.7775e-04 - val_mean_absolute_error: 0.0125 - 268ms/epoch - 2ms/step
## Epoch 248/250
## 173/173 - 0s - loss: 8.6605e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2424e-04 - val_mean_absolute_error: 0.0108 - 277ms/epoch - 2ms/step
## Epoch 249/250
## 173/173 - 0s - loss: 9.4952e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3692e-04 - val_mean_absolute_error: 0.0123 - 266ms/epoch - 2ms/step
## Epoch 250/250
## 173/173 - 0s - loss: 8.8795e-05 - mean_absolute_error: 0.0067 - val_loss: 4.1909e-04 - val_mean_absolute_error: 0.0112 - 260ms/epoch - 2ms/step
## Epoch 1/50
## 152/152 - 1s - loss: 0.0012 - mean_absolute_error: 0.0222 - val_loss: 0.0010 - val_mean_absolute_error: 0.0193 - 907ms/epoch - 6ms/step
## Epoch 2/50
## 152/152 - 0s - loss: 5.9892e-04 - mean_absolute_error: 0.0159 - val_loss: 8.1770e-04 - val_mean_absolute_error: 0.0170 - 252ms/epoch - 2ms/step
## Epoch 3/50
## 152/152 - 0s - loss: 5.3037e-04 - mean_absolute_error: 0.0148 - val_loss: 4.5255e-04 - val_mean_absolute_error: 0.0124 - 243ms/epoch - 2ms/step
## Epoch 4/50
## 152/152 - 0s - loss: 4.6365e-04 - mean_absolute_error: 0.0140 - val_loss: 4.5684e-04 - val_mean_absolute_error: 0.0119 - 247ms/epoch - 2ms/step
## Epoch 5/50
## 152/152 - 0s - loss: 4.1504e-04 - mean_absolute_error: 0.0131 - val_loss: 5.0432e-04 - val_mean_absolute_error: 0.0118 - 250ms/epoch - 2ms/step
## Epoch 6/50
## 152/152 - 0s - loss: 4.0669e-04 - mean_absolute_error: 0.0128 - val_loss: 5.3892e-04 - val_mean_absolute_error: 0.0130 - 264ms/epoch - 2ms/step
## Epoch 7/50
## 152/152 - 0s - loss: 3.8390e-04 - mean_absolute_error: 0.0125 - val_loss: 4.1089e-04 - val_mean_absolute_error: 0.0111 - 251ms/epoch - 2ms/step
## Epoch 8/50
## 152/152 - 0s - loss: 3.3961e-04 - mean_absolute_error: 0.0117 - val_loss: 4.2915e-04 - val_mean_absolute_error: 0.0114 - 239ms/epoch - 2ms/step
## Epoch 9/50
## 152/152 - 0s - loss: 3.3211e-04 - mean_absolute_error: 0.0117 - val_loss: 4.4749e-04 - val_mean_absolute_error: 0.0116 - 247ms/epoch - 2ms/step
## Epoch 10/50
## 152/152 - 0s - loss: 3.2218e-04 - mean_absolute_error: 0.0115 - val_loss: 4.2804e-04 - val_mean_absolute_error: 0.0110 - 238ms/epoch - 2ms/step
## Epoch 11/50
## 152/152 - 0s - loss: 3.0502e-04 - mean_absolute_error: 0.0112 - val_loss: 4.2667e-04 - val_mean_absolute_error: 0.0108 - 247ms/epoch - 2ms/step
## Epoch 12/50
## 152/152 - 0s - loss: 2.9453e-04 - mean_absolute_error: 0.0111 - val_loss: 4.5523e-04 - val_mean_absolute_error: 0.0110 - 249ms/epoch - 2ms/step
## Epoch 13/50
## 152/152 - 0s - loss: 3.0143e-04 - mean_absolute_error: 0.0113 - val_loss: 4.0919e-04 - val_mean_absolute_error: 0.0105 - 239ms/epoch - 2ms/step
## Epoch 14/50
## 152/152 - 0s - loss: 2.8360e-04 - mean_absolute_error: 0.0110 - val_loss: 4.1957e-04 - val_mean_absolute_error: 0.0119 - 250ms/epoch - 2ms/step
## Epoch 15/50
## 152/152 - 0s - loss: 2.5347e-04 - mean_absolute_error: 0.0106 - val_loss: 3.9228e-04 - val_mean_absolute_error: 0.0104 - 242ms/epoch - 2ms/step
## Epoch 16/50
## 152/152 - 0s - loss: 2.4269e-04 - mean_absolute_error: 0.0103 - val_loss: 4.6991e-04 - val_mean_absolute_error: 0.0119 - 253ms/epoch - 2ms/step
## Epoch 17/50
## 152/152 - 0s - loss: 2.4864e-04 - mean_absolute_error: 0.0105 - val_loss: 4.5823e-04 - val_mean_absolute_error: 0.0104 - 259ms/epoch - 2ms/step
## Epoch 18/50
## 152/152 - 0s - loss: 2.4842e-04 - mean_absolute_error: 0.0102 - val_loss: 4.2170e-04 - val_mean_absolute_error: 0.0103 - 243ms/epoch - 2ms/step
## Epoch 19/50
## 152/152 - 0s - loss: 2.4051e-04 - mean_absolute_error: 0.0102 - val_loss: 5.3585e-04 - val_mean_absolute_error: 0.0117 - 260ms/epoch - 2ms/step
## Epoch 20/50
## 152/152 - 0s - loss: 2.3208e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0901e-04 - val_mean_absolute_error: 0.0103 - 239ms/epoch - 2ms/step
## Epoch 21/50
## 152/152 - 0s - loss: 2.2079e-04 - mean_absolute_error: 0.0101 - val_loss: 4.4386e-04 - val_mean_absolute_error: 0.0114 - 237ms/epoch - 2ms/step
## Epoch 22/50
## 152/152 - 0s - loss: 2.2987e-04 - mean_absolute_error: 0.0100 - val_loss: 4.2024e-04 - val_mean_absolute_error: 0.0105 - 251ms/epoch - 2ms/step
## Epoch 23/50
## 152/152 - 0s - loss: 2.3216e-04 - mean_absolute_error: 0.0101 - val_loss: 4.0392e-04 - val_mean_absolute_error: 0.0102 - 244ms/epoch - 2ms/step
## Epoch 24/50
## 152/152 - 0s - loss: 2.2047e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3640e-04 - val_mean_absolute_error: 0.0105 - 239ms/epoch - 2ms/step
## Epoch 25/50
## 152/152 - 0s - loss: 2.0607e-04 - mean_absolute_error: 0.0096 - val_loss: 4.6525e-04 - val_mean_absolute_error: 0.0105 - 242ms/epoch - 2ms/step
## Epoch 26/50
## 152/152 - 0s - loss: 2.2135e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0309e-04 - val_mean_absolute_error: 0.0110 - 244ms/epoch - 2ms/step
## Epoch 27/50
## 152/152 - 0s - loss: 2.2024e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7929e-04 - val_mean_absolute_error: 0.0100 - 252ms/epoch - 2ms/step
## Epoch 28/50
## 152/152 - 0s - loss: 2.1992e-04 - mean_absolute_error: 0.0098 - val_loss: 4.8295e-04 - val_mean_absolute_error: 0.0109 - 256ms/epoch - 2ms/step
## Epoch 29/50
## 152/152 - 0s - loss: 2.0706e-04 - mean_absolute_error: 0.0096 - val_loss: 4.0407e-04 - val_mean_absolute_error: 0.0107 - 245ms/epoch - 2ms/step
## Epoch 30/50
## 152/152 - 0s - loss: 2.0391e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9838e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 31/50
## 152/152 - 0s - loss: 1.8532e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2781e-04 - val_mean_absolute_error: 0.0105 - 258ms/epoch - 2ms/step
## Epoch 32/50
## 152/152 - 0s - loss: 1.8501e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8873e-04 - val_mean_absolute_error: 0.0105 - 252ms/epoch - 2ms/step
## Epoch 33/50
## 152/152 - 0s - loss: 1.9039e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2005e-04 - val_mean_absolute_error: 0.0111 - 234ms/epoch - 2ms/step
## Epoch 34/50
## 152/152 - 0s - loss: 1.9113e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0775e-04 - val_mean_absolute_error: 0.0108 - 240ms/epoch - 2ms/step
## Epoch 35/50
## 152/152 - 0s - loss: 1.8524e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6396e-04 - val_mean_absolute_error: 0.0100 - 253ms/epoch - 2ms/step
## Epoch 36/50
## 152/152 - 0s - loss: 1.8793e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7922e-04 - val_mean_absolute_error: 0.0101 - 260ms/epoch - 2ms/step
## Epoch 37/50
## 152/152 - 0s - loss: 1.8122e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6690e-04 - val_mean_absolute_error: 0.0102 - 244ms/epoch - 2ms/step
## Epoch 38/50
## 152/152 - 0s - loss: 1.8428e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8295e-04 - val_mean_absolute_error: 0.0108 - 248ms/epoch - 2ms/step
## Epoch 39/50
## 152/152 - 0s - loss: 1.7746e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1428e-04 - val_mean_absolute_error: 0.0102 - 259ms/epoch - 2ms/step
## Epoch 40/50
## 152/152 - 0s - loss: 1.8709e-04 - mean_absolute_error: 0.0092 - val_loss: 4.4000e-04 - val_mean_absolute_error: 0.0114 - 251ms/epoch - 2ms/step
## Epoch 41/50
## 152/152 - 0s - loss: 1.7163e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9222e-04 - val_mean_absolute_error: 0.0113 - 242ms/epoch - 2ms/step
## Epoch 42/50
## 152/152 - 0s - loss: 1.7718e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0647e-04 - val_mean_absolute_error: 0.0117 - 266ms/epoch - 2ms/step
## Epoch 43/50
## 152/152 - 0s - loss: 1.7699e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8308e-04 - val_mean_absolute_error: 0.0099 - 261ms/epoch - 2ms/step
## Epoch 44/50
## 152/152 - 0s - loss: 1.6950e-04 - mean_absolute_error: 0.0089 - val_loss: 4.6100e-04 - val_mean_absolute_error: 0.0106 - 257ms/epoch - 2ms/step
## Epoch 45/50
## 152/152 - 0s - loss: 1.9315e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2484e-04 - val_mean_absolute_error: 0.0106 - 259ms/epoch - 2ms/step
## Epoch 46/50
## 152/152 - 0s - loss: 1.6976e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0870e-04 - val_mean_absolute_error: 0.0101 - 258ms/epoch - 2ms/step
## Epoch 47/50
## 152/152 - 0s - loss: 1.7119e-04 - mean_absolute_error: 0.0089 - val_loss: 4.4180e-04 - val_mean_absolute_error: 0.0113 - 260ms/epoch - 2ms/step
## Epoch 48/50
## 152/152 - 0s - loss: 1.6979e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0092e-04 - val_mean_absolute_error: 0.0103 - 240ms/epoch - 2ms/step
## Epoch 49/50
## 152/152 - 0s - loss: 1.7413e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2669e-04 - val_mean_absolute_error: 0.0115 - 251ms/epoch - 2ms/step
## Epoch 50/50
## 152/152 - 0s - loss: 1.6889e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8388e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 1/100
## 152/152 - 1s - loss: 0.0012 - mean_absolute_error: 0.0224 - val_loss: 6.1840e-04 - val_mean_absolute_error: 0.0133 - 898ms/epoch - 6ms/step
## Epoch 2/100
## 152/152 - 0s - loss: 6.1502e-04 - mean_absolute_error: 0.0159 - val_loss: 5.0638e-04 - val_mean_absolute_error: 0.0125 - 253ms/epoch - 2ms/step
## Epoch 3/100
## 152/152 - 0s - loss: 5.0055e-04 - mean_absolute_error: 0.0142 - val_loss: 4.6391e-04 - val_mean_absolute_error: 0.0121 - 237ms/epoch - 2ms/step
## Epoch 4/100
## 152/152 - 0s - loss: 4.2663e-04 - mean_absolute_error: 0.0131 - val_loss: 4.8624e-04 - val_mean_absolute_error: 0.0115 - 240ms/epoch - 2ms/step
## Epoch 5/100
## 152/152 - 0s - loss: 4.1205e-04 - mean_absolute_error: 0.0127 - val_loss: 5.8839e-04 - val_mean_absolute_error: 0.0125 - 237ms/epoch - 2ms/step
## Epoch 6/100
## 152/152 - 0s - loss: 3.8374e-04 - mean_absolute_error: 0.0126 - val_loss: 4.8268e-04 - val_mean_absolute_error: 0.0114 - 256ms/epoch - 2ms/step
## Epoch 7/100
## 152/152 - 0s - loss: 3.4209e-04 - mean_absolute_error: 0.0119 - val_loss: 4.5590e-04 - val_mean_absolute_error: 0.0112 - 236ms/epoch - 2ms/step
## Epoch 8/100
## 152/152 - 0s - loss: 3.3397e-04 - mean_absolute_error: 0.0118 - val_loss: 4.1192e-04 - val_mean_absolute_error: 0.0114 - 239ms/epoch - 2ms/step
## Epoch 9/100
## 152/152 - 0s - loss: 3.0971e-04 - mean_absolute_error: 0.0114 - val_loss: 4.6106e-04 - val_mean_absolute_error: 0.0116 - 246ms/epoch - 2ms/step
## Epoch 10/100
## 152/152 - 0s - loss: 3.1595e-04 - mean_absolute_error: 0.0115 - val_loss: 4.5633e-04 - val_mean_absolute_error: 0.0115 - 242ms/epoch - 2ms/step
## Epoch 11/100
## 152/152 - 0s - loss: 3.1135e-04 - mean_absolute_error: 0.0113 - val_loss: 4.0330e-04 - val_mean_absolute_error: 0.0108 - 245ms/epoch - 2ms/step
## Epoch 12/100
## 152/152 - 0s - loss: 2.7767e-04 - mean_absolute_error: 0.0108 - val_loss: 4.3732e-04 - val_mean_absolute_error: 0.0113 - 236ms/epoch - 2ms/step
## Epoch 13/100
## 152/152 - 0s - loss: 2.6853e-04 - mean_absolute_error: 0.0106 - val_loss: 3.8899e-04 - val_mean_absolute_error: 0.0103 - 238ms/epoch - 2ms/step
## Epoch 14/100
## 152/152 - 0s - loss: 2.5376e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9195e-04 - val_mean_absolute_error: 0.0109 - 240ms/epoch - 2ms/step
## Epoch 15/100
## 152/152 - 0s - loss: 2.5309e-04 - mean_absolute_error: 0.0104 - val_loss: 3.6500e-04 - val_mean_absolute_error: 0.0108 - 237ms/epoch - 2ms/step
## Epoch 16/100
## 152/152 - 0s - loss: 2.4707e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7757e-04 - val_mean_absolute_error: 0.0107 - 235ms/epoch - 2ms/step
## Epoch 17/100
## 152/152 - 0s - loss: 2.5334e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0389e-04 - val_mean_absolute_error: 0.0110 - 242ms/epoch - 2ms/step
## Epoch 18/100
## 152/152 - 0s - loss: 2.4646e-04 - mean_absolute_error: 0.0103 - val_loss: 4.4398e-04 - val_mean_absolute_error: 0.0135 - 240ms/epoch - 2ms/step
## Epoch 19/100
## 152/152 - 0s - loss: 2.4122e-04 - mean_absolute_error: 0.0102 - val_loss: 3.9112e-04 - val_mean_absolute_error: 0.0115 - 244ms/epoch - 2ms/step
## Epoch 20/100
## 152/152 - 0s - loss: 2.3456e-04 - mean_absolute_error: 0.0102 - val_loss: 4.1960e-04 - val_mean_absolute_error: 0.0106 - 267ms/epoch - 2ms/step
## Epoch 21/100
## 152/152 - 0s - loss: 2.3483e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9099e-04 - val_mean_absolute_error: 0.0104 - 262ms/epoch - 2ms/step
## Epoch 22/100
## 152/152 - 0s - loss: 2.1625e-04 - mean_absolute_error: 0.0098 - val_loss: 3.6912e-04 - val_mean_absolute_error: 0.0101 - 256ms/epoch - 2ms/step
## Epoch 23/100
## 152/152 - 0s - loss: 2.1743e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8545e-04 - val_mean_absolute_error: 0.0115 - 268ms/epoch - 2ms/step
## Epoch 24/100
## 152/152 - 0s - loss: 2.1862e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7996e-04 - val_mean_absolute_error: 0.0104 - 241ms/epoch - 2ms/step
## Epoch 25/100
## 152/152 - 0s - loss: 2.1091e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8619e-04 - val_mean_absolute_error: 0.0102 - 256ms/epoch - 2ms/step
## Epoch 26/100
## 152/152 - 0s - loss: 2.1069e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6601e-04 - val_mean_absolute_error: 0.0109 - 264ms/epoch - 2ms/step
## Epoch 27/100
## 152/152 - 0s - loss: 1.9694e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1026e-04 - val_mean_absolute_error: 0.0101 - 254ms/epoch - 2ms/step
## Epoch 28/100
## 152/152 - 0s - loss: 1.9752e-04 - mean_absolute_error: 0.0094 - val_loss: 3.3760e-04 - val_mean_absolute_error: 0.0100 - 244ms/epoch - 2ms/step
## Epoch 29/100
## 152/152 - 0s - loss: 1.8349e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0900e-04 - val_mean_absolute_error: 0.0129 - 265ms/epoch - 2ms/step
## Epoch 30/100
## 152/152 - 0s - loss: 2.0207e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6284e-04 - val_mean_absolute_error: 0.0102 - 244ms/epoch - 2ms/step
## Epoch 31/100
## 152/152 - 0s - loss: 1.9382e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1881e-04 - val_mean_absolute_error: 0.0113 - 255ms/epoch - 2ms/step
## Epoch 32/100
## 152/152 - 0s - loss: 2.0492e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6908e-04 - val_mean_absolute_error: 0.0101 - 239ms/epoch - 2ms/step
## Epoch 33/100
## 152/152 - 0s - loss: 1.9639e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7402e-04 - val_mean_absolute_error: 0.0102 - 234ms/epoch - 2ms/step
## Epoch 34/100
## 152/152 - 0s - loss: 1.8684e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9316e-04 - val_mean_absolute_error: 0.0101 - 239ms/epoch - 2ms/step
## Epoch 35/100
## 152/152 - 0s - loss: 1.8225e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7771e-04 - val_mean_absolute_error: 0.0100 - 238ms/epoch - 2ms/step
## Epoch 36/100
## 152/152 - 0s - loss: 1.7681e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7145e-04 - val_mean_absolute_error: 0.0100 - 247ms/epoch - 2ms/step
## Epoch 37/100
## 152/152 - 0s - loss: 1.7096e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8849e-04 - val_mean_absolute_error: 0.0100 - 323ms/epoch - 2ms/step
## Epoch 38/100
## 152/152 - 0s - loss: 1.7254e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9932e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 39/100
## 152/152 - 0s - loss: 1.7552e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7712e-04 - val_mean_absolute_error: 0.0100 - 244ms/epoch - 2ms/step
## Epoch 40/100
## 152/152 - 0s - loss: 1.6974e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6920e-04 - val_mean_absolute_error: 0.0108 - 241ms/epoch - 2ms/step
## Epoch 41/100
## 152/152 - 0s - loss: 1.8110e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7692e-04 - val_mean_absolute_error: 0.0103 - 241ms/epoch - 2ms/step
## Epoch 42/100
## 152/152 - 0s - loss: 1.6667e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1710e-04 - val_mean_absolute_error: 0.0106 - 284ms/epoch - 2ms/step
## Epoch 43/100
## 152/152 - 0s - loss: 1.7237e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1051e-04 - val_mean_absolute_error: 0.0101 - 236ms/epoch - 2ms/step
## Epoch 44/100
## 152/152 - 0s - loss: 1.7626e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7169e-04 - val_mean_absolute_error: 0.0110 - 230ms/epoch - 2ms/step
## Epoch 45/100
## 152/152 - 0s - loss: 1.8138e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9986e-04 - val_mean_absolute_error: 0.0103 - 279ms/epoch - 2ms/step
## Epoch 46/100
## 152/152 - 0s - loss: 1.7740e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7035e-04 - val_mean_absolute_error: 0.0100 - 236ms/epoch - 2ms/step
## Epoch 47/100
## 152/152 - 0s - loss: 1.7845e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7181e-04 - val_mean_absolute_error: 0.0104 - 240ms/epoch - 2ms/step
## Epoch 48/100
## 152/152 - 0s - loss: 1.6754e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8825e-04 - val_mean_absolute_error: 0.0101 - 235ms/epoch - 2ms/step
## Epoch 49/100
## 152/152 - 0s - loss: 1.5795e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2388e-04 - val_mean_absolute_error: 0.0107 - 252ms/epoch - 2ms/step
## Epoch 50/100
## 152/152 - 0s - loss: 1.5758e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1715e-04 - val_mean_absolute_error: 0.0104 - 252ms/epoch - 2ms/step
## Epoch 51/100
## 152/152 - 0s - loss: 1.6111e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8545e-04 - val_mean_absolute_error: 0.0101 - 245ms/epoch - 2ms/step
## Epoch 52/100
## 152/152 - 0s - loss: 1.5341e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0196e-04 - val_mean_absolute_error: 0.0102 - 245ms/epoch - 2ms/step
## Epoch 53/100
## 152/152 - 0s - loss: 1.6772e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6673e-04 - val_mean_absolute_error: 0.0099 - 237ms/epoch - 2ms/step
## Epoch 54/100
## 152/152 - 0s - loss: 1.6037e-04 - mean_absolute_error: 0.0086 - val_loss: 3.4941e-04 - val_mean_absolute_error: 0.0099 - 238ms/epoch - 2ms/step
## Epoch 55/100
## 152/152 - 0s - loss: 1.5752e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8640e-04 - val_mean_absolute_error: 0.0107 - 233ms/epoch - 2ms/step
## Epoch 56/100
## 152/152 - 0s - loss: 1.4664e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9908e-04 - val_mean_absolute_error: 0.0110 - 243ms/epoch - 2ms/step
## Epoch 57/100
## 152/152 - 0s - loss: 1.4926e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4319e-04 - val_mean_absolute_error: 0.0121 - 248ms/epoch - 2ms/step
## Epoch 58/100
## 152/152 - 0s - loss: 1.6122e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8083e-04 - val_mean_absolute_error: 0.0100 - 293ms/epoch - 2ms/step
## Epoch 59/100
## 152/152 - 0s - loss: 1.6905e-04 - mean_absolute_error: 0.0087 - val_loss: 4.5964e-04 - val_mean_absolute_error: 0.0115 - 234ms/epoch - 2ms/step
## Epoch 60/100
## 152/152 - 0s - loss: 1.5305e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9325e-04 - val_mean_absolute_error: 0.0099 - 239ms/epoch - 2ms/step
## Epoch 61/100
## 152/152 - 0s - loss: 1.4980e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8160e-04 - val_mean_absolute_error: 0.0101 - 244ms/epoch - 2ms/step
## Epoch 62/100
## 152/152 - 0s - loss: 1.4332e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6943e-04 - val_mean_absolute_error: 0.0103 - 246ms/epoch - 2ms/step
## Epoch 63/100
## 152/152 - 0s - loss: 1.3784e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0057e-04 - val_mean_absolute_error: 0.0107 - 248ms/epoch - 2ms/step
## Epoch 64/100
## 152/152 - 0s - loss: 1.4511e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2949e-04 - val_mean_absolute_error: 0.0111 - 244ms/epoch - 2ms/step
## Epoch 65/100
## 152/152 - 0s - loss: 1.4702e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9090e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 66/100
## 152/152 - 0s - loss: 1.3439e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7743e-04 - val_mean_absolute_error: 0.0101 - 244ms/epoch - 2ms/step
## Epoch 67/100
## 152/152 - 0s - loss: 1.5585e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8657e-04 - val_mean_absolute_error: 0.0101 - 241ms/epoch - 2ms/step
## Epoch 68/100
## 152/152 - 0s - loss: 1.6021e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2405e-04 - val_mean_absolute_error: 0.0118 - 242ms/epoch - 2ms/step
## Epoch 69/100
## 152/152 - 0s - loss: 1.4998e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7116e-04 - val_mean_absolute_error: 0.0108 - 236ms/epoch - 2ms/step
## Epoch 70/100
## 152/152 - 0s - loss: 1.4236e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8032e-04 - val_mean_absolute_error: 0.0105 - 285ms/epoch - 2ms/step
## Epoch 71/100
## 152/152 - 0s - loss: 1.3429e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8639e-04 - val_mean_absolute_error: 0.0101 - 245ms/epoch - 2ms/step
## Epoch 72/100
## 152/152 - 0s - loss: 1.3983e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3042e-04 - val_mean_absolute_error: 0.0115 - 252ms/epoch - 2ms/step
## Epoch 73/100
## 152/152 - 0s - loss: 1.3123e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2447e-04 - val_mean_absolute_error: 0.0104 - 236ms/epoch - 2ms/step
## Epoch 74/100
## 152/152 - 0s - loss: 1.2833e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8863e-04 - val_mean_absolute_error: 0.0105 - 247ms/epoch - 2ms/step
## Epoch 75/100
## 152/152 - 0s - loss: 1.3169e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0540e-04 - val_mean_absolute_error: 0.0102 - 244ms/epoch - 2ms/step
## Epoch 76/100
## 152/152 - 0s - loss: 1.3882e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4848e-04 - val_mean_absolute_error: 0.0104 - 239ms/epoch - 2ms/step
## Epoch 77/100
## 152/152 - 0s - loss: 1.3171e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8497e-04 - val_mean_absolute_error: 0.0101 - 243ms/epoch - 2ms/step
## Epoch 78/100
## 152/152 - 0s - loss: 1.4142e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7284e-04 - val_mean_absolute_error: 0.0102 - 250ms/epoch - 2ms/step
## Epoch 79/100
## 152/152 - 0s - loss: 1.3740e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2493e-04 - val_mean_absolute_error: 0.0118 - 250ms/epoch - 2ms/step
## Epoch 80/100
## 152/152 - 0s - loss: 1.2665e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2531e-04 - val_mean_absolute_error: 0.0106 - 270ms/epoch - 2ms/step
## Epoch 81/100
## 152/152 - 0s - loss: 1.3076e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9507e-04 - val_mean_absolute_error: 0.0102 - 327ms/epoch - 2ms/step
## Epoch 82/100
## 152/152 - 0s - loss: 1.3152e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4321e-04 - val_mean_absolute_error: 0.0117 - 242ms/epoch - 2ms/step
## Epoch 83/100
## 152/152 - 0s - loss: 1.3264e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2213e-04 - val_mean_absolute_error: 0.0109 - 245ms/epoch - 2ms/step
## Epoch 84/100
## 152/152 - 0s - loss: 1.2945e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8982e-04 - val_mean_absolute_error: 0.0100 - 292ms/epoch - 2ms/step
## Epoch 85/100
## 152/152 - 0s - loss: 1.3105e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2329e-04 - val_mean_absolute_error: 0.0111 - 239ms/epoch - 2ms/step
## Epoch 86/100
## 152/152 - 0s - loss: 1.2890e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3565e-04 - val_mean_absolute_error: 0.0123 - 246ms/epoch - 2ms/step
## Epoch 87/100
## 152/152 - 0s - loss: 1.3005e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3170e-04 - val_mean_absolute_error: 0.0108 - 241ms/epoch - 2ms/step
## Epoch 88/100
## 152/152 - 0s - loss: 1.3396e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8787e-04 - val_mean_absolute_error: 0.0106 - 247ms/epoch - 2ms/step
## Epoch 89/100
## 152/152 - 0s - loss: 1.3185e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1926e-04 - val_mean_absolute_error: 0.0108 - 234ms/epoch - 2ms/step
## Epoch 90/100
## 152/152 - 0s - loss: 1.2893e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0653e-04 - val_mean_absolute_error: 0.0110 - 247ms/epoch - 2ms/step
## Epoch 91/100
## 152/152 - 0s - loss: 1.2776e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7728e-04 - val_mean_absolute_error: 0.0099 - 245ms/epoch - 2ms/step
## Epoch 92/100
## 152/152 - 0s - loss: 1.3238e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4477e-04 - val_mean_absolute_error: 0.0115 - 245ms/epoch - 2ms/step
## Epoch 93/100
## 152/152 - 0s - loss: 1.2391e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1841e-04 - val_mean_absolute_error: 0.0106 - 282ms/epoch - 2ms/step
## Epoch 94/100
## 152/152 - 0s - loss: 1.2820e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5675e-04 - val_mean_absolute_error: 0.0101 - 242ms/epoch - 2ms/step
## Epoch 95/100
## 152/152 - 0s - loss: 1.2141e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9377e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 96/100
## 152/152 - 0s - loss: 1.2404e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0382e-04 - val_mean_absolute_error: 0.0109 - 247ms/epoch - 2ms/step
## Epoch 97/100
## 152/152 - 0s - loss: 1.3353e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0216e-04 - val_mean_absolute_error: 0.0104 - 247ms/epoch - 2ms/step
## Epoch 98/100
## 152/152 - 0s - loss: 1.2296e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8817e-04 - val_mean_absolute_error: 0.0106 - 238ms/epoch - 2ms/step
## Epoch 99/100
## 152/152 - 0s - loss: 1.2125e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0485e-04 - val_mean_absolute_error: 0.0114 - 249ms/epoch - 2ms/step
## Epoch 100/100
## 152/152 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8705e-04 - val_mean_absolute_error: 0.0101 - 238ms/epoch - 2ms/step
## Epoch 1/150
## 152/152 - 1s - loss: 0.0012 - mean_absolute_error: 0.0219 - val_loss: 6.4430e-04 - val_mean_absolute_error: 0.0147 - 937ms/epoch - 6ms/step
## Epoch 2/150
## 152/152 - 0s - loss: 5.8829e-04 - mean_absolute_error: 0.0156 - val_loss: 8.0582e-04 - val_mean_absolute_error: 0.0157 - 264ms/epoch - 2ms/step
## Epoch 3/150
## 152/152 - 0s - loss: 5.1647e-04 - mean_absolute_error: 0.0144 - val_loss: 5.9207e-04 - val_mean_absolute_error: 0.0143 - 243ms/epoch - 2ms/step
## Epoch 4/150
## 152/152 - 0s - loss: 4.4014e-04 - mean_absolute_error: 0.0134 - val_loss: 4.4710e-04 - val_mean_absolute_error: 0.0119 - 254ms/epoch - 2ms/step
## Epoch 5/150
## 152/152 - 0s - loss: 3.9980e-04 - mean_absolute_error: 0.0129 - val_loss: 4.4501e-04 - val_mean_absolute_error: 0.0115 - 241ms/epoch - 2ms/step
## Epoch 6/150
## 152/152 - 0s - loss: 3.8000e-04 - mean_absolute_error: 0.0124 - val_loss: 4.2423e-04 - val_mean_absolute_error: 0.0116 - 245ms/epoch - 2ms/step
## Epoch 7/150
## 152/152 - 0s - loss: 3.4451e-04 - mean_absolute_error: 0.0121 - val_loss: 5.0744e-04 - val_mean_absolute_error: 0.0123 - 249ms/epoch - 2ms/step
## Epoch 8/150
## 152/152 - 0s - loss: 3.2817e-04 - mean_absolute_error: 0.0117 - val_loss: 4.6549e-04 - val_mean_absolute_error: 0.0130 - 250ms/epoch - 2ms/step
## Epoch 9/150
## 152/152 - 0s - loss: 3.3510e-04 - mean_absolute_error: 0.0118 - val_loss: 4.5228e-04 - val_mean_absolute_error: 0.0114 - 255ms/epoch - 2ms/step
## Epoch 10/150
## 152/152 - 0s - loss: 2.9801e-04 - mean_absolute_error: 0.0112 - val_loss: 4.5211e-04 - val_mean_absolute_error: 0.0116 - 257ms/epoch - 2ms/step
## Epoch 11/150
## 152/152 - 0s - loss: 3.0303e-04 - mean_absolute_error: 0.0112 - val_loss: 4.2282e-04 - val_mean_absolute_error: 0.0109 - 247ms/epoch - 2ms/step
## Epoch 12/150
## 152/152 - 0s - loss: 2.7826e-04 - mean_absolute_error: 0.0109 - val_loss: 4.1531e-04 - val_mean_absolute_error: 0.0109 - 242ms/epoch - 2ms/step
## Epoch 13/150
## 152/152 - 0s - loss: 2.7940e-04 - mean_absolute_error: 0.0109 - val_loss: 3.7726e-04 - val_mean_absolute_error: 0.0108 - 257ms/epoch - 2ms/step
## Epoch 14/150
## 152/152 - 0s - loss: 2.5760e-04 - mean_absolute_error: 0.0105 - val_loss: 4.9049e-04 - val_mean_absolute_error: 0.0111 - 243ms/epoch - 2ms/step
## Epoch 15/150
## 152/152 - 0s - loss: 2.6916e-04 - mean_absolute_error: 0.0108 - val_loss: 3.6924e-04 - val_mean_absolute_error: 0.0108 - 254ms/epoch - 2ms/step
## Epoch 16/150
## 152/152 - 0s - loss: 2.6119e-04 - mean_absolute_error: 0.0106 - val_loss: 3.8226e-04 - val_mean_absolute_error: 0.0104 - 251ms/epoch - 2ms/step
## Epoch 17/150
## 152/152 - 0s - loss: 2.4480e-04 - mean_absolute_error: 0.0104 - val_loss: 3.6392e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 18/150
## 152/152 - 0s - loss: 2.4366e-04 - mean_absolute_error: 0.0103 - val_loss: 4.2488e-04 - val_mean_absolute_error: 0.0106 - 244ms/epoch - 2ms/step
## Epoch 19/150
## 152/152 - 0s - loss: 2.5212e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9099e-04 - val_mean_absolute_error: 0.0113 - 252ms/epoch - 2ms/step
## Epoch 20/150
## 152/152 - 0s - loss: 2.4055e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8654e-04 - val_mean_absolute_error: 0.0103 - 253ms/epoch - 2ms/step
## Epoch 21/150
## 152/152 - 0s - loss: 2.2895e-04 - mean_absolute_error: 0.0101 - val_loss: 4.1538e-04 - val_mean_absolute_error: 0.0106 - 244ms/epoch - 2ms/step
## Epoch 22/150
## 152/152 - 0s - loss: 2.3264e-04 - mean_absolute_error: 0.0099 - val_loss: 3.5266e-04 - val_mean_absolute_error: 0.0101 - 236ms/epoch - 2ms/step
## Epoch 23/150
## 152/152 - 0s - loss: 2.1933e-04 - mean_absolute_error: 0.0099 - val_loss: 4.6117e-04 - val_mean_absolute_error: 0.0108 - 247ms/epoch - 2ms/step
## Epoch 24/150
## 152/152 - 0s - loss: 2.0440e-04 - mean_absolute_error: 0.0095 - val_loss: 4.0651e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 25/150
## 152/152 - 0s - loss: 2.2194e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5443e-04 - val_mean_absolute_error: 0.0113 - 322ms/epoch - 2ms/step
## Epoch 26/150
## 152/152 - 0s - loss: 2.1198e-04 - mean_absolute_error: 0.0098 - val_loss: 5.1465e-04 - val_mean_absolute_error: 0.0113 - 247ms/epoch - 2ms/step
## Epoch 27/150
## 152/152 - 0s - loss: 2.2356e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8403e-04 - val_mean_absolute_error: 0.0103 - 248ms/epoch - 2ms/step
## Epoch 28/150
## 152/152 - 0s - loss: 2.0664e-04 - mean_absolute_error: 0.0097 - val_loss: 4.0674e-04 - val_mean_absolute_error: 0.0103 - 231ms/epoch - 2ms/step
## Epoch 29/150
## 152/152 - 0s - loss: 2.0470e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8236e-04 - val_mean_absolute_error: 0.0102 - 240ms/epoch - 2ms/step
## Epoch 30/150
## 152/152 - 0s - loss: 1.9263e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9615e-04 - val_mean_absolute_error: 0.0104 - 325ms/epoch - 2ms/step
## Epoch 31/150
## 152/152 - 0s - loss: 1.9965e-04 - mean_absolute_error: 0.0096 - val_loss: 4.7752e-04 - val_mean_absolute_error: 0.0111 - 248ms/epoch - 2ms/step
## Epoch 32/150
## 152/152 - 0s - loss: 2.0027e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8046e-04 - val_mean_absolute_error: 0.0111 - 233ms/epoch - 2ms/step
## Epoch 33/150
## 152/152 - 0s - loss: 2.0277e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6827e-04 - val_mean_absolute_error: 0.0103 - 236ms/epoch - 2ms/step
## Epoch 34/150
## 152/152 - 0s - loss: 1.9258e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2297e-04 - val_mean_absolute_error: 0.0113 - 243ms/epoch - 2ms/step
## Epoch 35/150
## 152/152 - 0s - loss: 1.8564e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9360e-04 - val_mean_absolute_error: 0.0105 - 241ms/epoch - 2ms/step
## Epoch 36/150
## 152/152 - 0s - loss: 1.7928e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1072e-04 - val_mean_absolute_error: 0.0104 - 238ms/epoch - 2ms/step
## Epoch 37/150
## 152/152 - 0s - loss: 1.8120e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9782e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 38/150
## 152/152 - 0s - loss: 1.7855e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7530e-04 - val_mean_absolute_error: 0.0101 - 286ms/epoch - 2ms/step
## Epoch 39/150
## 152/152 - 0s - loss: 1.7946e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6380e-04 - val_mean_absolute_error: 0.0101 - 241ms/epoch - 2ms/step
## Epoch 40/150
## 152/152 - 0s - loss: 1.8102e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0226e-04 - val_mean_absolute_error: 0.0106 - 241ms/epoch - 2ms/step
## Epoch 41/150
## 152/152 - 0s - loss: 1.8090e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8732e-04 - val_mean_absolute_error: 0.0106 - 241ms/epoch - 2ms/step
## Epoch 42/150
## 152/152 - 0s - loss: 1.9686e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9775e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 43/150
## 152/152 - 0s - loss: 1.7619e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7343e-04 - val_mean_absolute_error: 0.0109 - 245ms/epoch - 2ms/step
## Epoch 44/150
## 152/152 - 0s - loss: 1.7942e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5153e-04 - val_mean_absolute_error: 0.0108 - 251ms/epoch - 2ms/step
## Epoch 45/150
## 152/152 - 0s - loss: 1.8249e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0319e-04 - val_mean_absolute_error: 0.0101 - 240ms/epoch - 2ms/step
## Epoch 46/150
## 152/152 - 0s - loss: 1.7115e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9507e-04 - val_mean_absolute_error: 0.0118 - 248ms/epoch - 2ms/step
## Epoch 47/150
## 152/152 - 0s - loss: 1.7078e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9671e-04 - val_mean_absolute_error: 0.0105 - 245ms/epoch - 2ms/step
## Epoch 48/150
## 152/152 - 0s - loss: 1.6662e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2213e-04 - val_mean_absolute_error: 0.0114 - 265ms/epoch - 2ms/step
## Epoch 49/150
## 152/152 - 0s - loss: 1.7889e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8089e-04 - val_mean_absolute_error: 0.0104 - 237ms/epoch - 2ms/step
## Epoch 50/150
## 152/152 - 0s - loss: 1.7193e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1166e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 51/150
## 152/152 - 0s - loss: 1.6676e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7752e-04 - val_mean_absolute_error: 0.0113 - 243ms/epoch - 2ms/step
## Epoch 52/150
## 152/152 - 0s - loss: 1.6314e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9271e-04 - val_mean_absolute_error: 0.0105 - 238ms/epoch - 2ms/step
## Epoch 53/150
## 152/152 - 0s - loss: 1.5472e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6410e-04 - val_mean_absolute_error: 0.0101 - 243ms/epoch - 2ms/step
## Epoch 54/150
## 152/152 - 0s - loss: 1.5988e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8588e-04 - val_mean_absolute_error: 0.0102 - 241ms/epoch - 2ms/step
## Epoch 55/150
## 152/152 - 0s - loss: 1.6781e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7130e-04 - val_mean_absolute_error: 0.0105 - 249ms/epoch - 2ms/step
## Epoch 56/150
## 152/152 - 0s - loss: 1.5535e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6405e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 57/150
## 152/152 - 0s - loss: 1.7040e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1411e-04 - val_mean_absolute_error: 0.0114 - 251ms/epoch - 2ms/step
## Epoch 58/150
## 152/152 - 0s - loss: 1.5962e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9206e-04 - val_mean_absolute_error: 0.0112 - 259ms/epoch - 2ms/step
## Epoch 59/150
## 152/152 - 0s - loss: 1.6890e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1787e-04 - val_mean_absolute_error: 0.0115 - 256ms/epoch - 2ms/step
## Epoch 60/150
## 152/152 - 0s - loss: 1.5582e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7612e-04 - val_mean_absolute_error: 0.0100 - 252ms/epoch - 2ms/step
## Epoch 61/150
## 152/152 - 0s - loss: 1.6363e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0614e-04 - val_mean_absolute_error: 0.0109 - 245ms/epoch - 2ms/step
## Epoch 62/150
## 152/152 - 0s - loss: 1.4764e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8060e-04 - val_mean_absolute_error: 0.0110 - 251ms/epoch - 2ms/step
## Epoch 63/150
## 152/152 - 0s - loss: 1.5098e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9908e-04 - val_mean_absolute_error: 0.0103 - 248ms/epoch - 2ms/step
## Epoch 64/150
## 152/152 - 0s - loss: 1.5300e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9726e-04 - val_mean_absolute_error: 0.0110 - 256ms/epoch - 2ms/step
## Epoch 65/150
## 152/152 - 0s - loss: 1.5243e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9907e-04 - val_mean_absolute_error: 0.0120 - 248ms/epoch - 2ms/step
## Epoch 66/150
## 152/152 - 0s - loss: 1.4425e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9171e-04 - val_mean_absolute_error: 0.0112 - 248ms/epoch - 2ms/step
## Epoch 67/150
## 152/152 - 0s - loss: 1.5157e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6421e-04 - val_mean_absolute_error: 0.0101 - 245ms/epoch - 2ms/step
## Epoch 68/150
## 152/152 - 0s - loss: 1.4544e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1356e-04 - val_mean_absolute_error: 0.0119 - 242ms/epoch - 2ms/step
## Epoch 69/150
## 152/152 - 0s - loss: 1.5226e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9501e-04 - val_mean_absolute_error: 0.0105 - 258ms/epoch - 2ms/step
## Epoch 70/150
## 152/152 - 0s - loss: 1.3535e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0762e-04 - val_mean_absolute_error: 0.0108 - 244ms/epoch - 2ms/step
## Epoch 71/150
## 152/152 - 0s - loss: 1.4261e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0691e-04 - val_mean_absolute_error: 0.0107 - 241ms/epoch - 2ms/step
## Epoch 72/150
## 152/152 - 0s - loss: 1.5013e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8481e-04 - val_mean_absolute_error: 0.0103 - 238ms/epoch - 2ms/step
## Epoch 73/150
## 152/152 - 0s - loss: 1.4131e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0179e-04 - val_mean_absolute_error: 0.0105 - 240ms/epoch - 2ms/step
## Epoch 74/150
## 152/152 - 0s - loss: 1.4919e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7929e-04 - val_mean_absolute_error: 0.0104 - 235ms/epoch - 2ms/step
## Epoch 75/150
## 152/152 - 0s - loss: 1.3675e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7799e-04 - val_mean_absolute_error: 0.0101 - 232ms/epoch - 2ms/step
## Epoch 76/150
## 152/152 - 0s - loss: 1.4693e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2977e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 77/150
## 152/152 - 0s - loss: 1.4545e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8706e-04 - val_mean_absolute_error: 0.0101 - 254ms/epoch - 2ms/step
## Epoch 78/150
## 152/152 - 0s - loss: 1.4435e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6908e-04 - val_mean_absolute_error: 0.0101 - 250ms/epoch - 2ms/step
## Epoch 79/150
## 152/152 - 0s - loss: 1.3791e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2321e-04 - val_mean_absolute_error: 0.0112 - 244ms/epoch - 2ms/step
## Epoch 80/150
## 152/152 - 0s - loss: 1.4024e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0972e-04 - val_mean_absolute_error: 0.0110 - 247ms/epoch - 2ms/step
## Epoch 81/150
## 152/152 - 0s - loss: 1.3927e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1449e-04 - val_mean_absolute_error: 0.0116 - 231ms/epoch - 2ms/step
## Epoch 82/150
## 152/152 - 0s - loss: 1.3428e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1029e-04 - val_mean_absolute_error: 0.0108 - 247ms/epoch - 2ms/step
## Epoch 83/150
## 152/152 - 0s - loss: 1.3728e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9801e-04 - val_mean_absolute_error: 0.0111 - 257ms/epoch - 2ms/step
## Epoch 84/150
## 152/152 - 0s - loss: 1.3595e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4009e-04 - val_mean_absolute_error: 0.0107 - 251ms/epoch - 2ms/step
## Epoch 85/150
## 152/152 - 0s - loss: 1.3509e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0380e-04 - val_mean_absolute_error: 0.0114 - 236ms/epoch - 2ms/step
## Epoch 86/150
## 152/152 - 0s - loss: 1.3680e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9386e-04 - val_mean_absolute_error: 0.0106 - 235ms/epoch - 2ms/step
## Epoch 87/150
## 152/152 - 0s - loss: 1.4052e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3867e-04 - val_mean_absolute_error: 0.0114 - 247ms/epoch - 2ms/step
## Epoch 88/150
## 152/152 - 0s - loss: 1.2901e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7317e-04 - val_mean_absolute_error: 0.0104 - 248ms/epoch - 2ms/step
## Epoch 89/150
## 152/152 - 0s - loss: 1.3446e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1982e-04 - val_mean_absolute_error: 0.0120 - 245ms/epoch - 2ms/step
## Epoch 90/150
## 152/152 - 0s - loss: 1.3405e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2752e-04 - val_mean_absolute_error: 0.0111 - 300ms/epoch - 2ms/step
## Epoch 91/150
## 152/152 - 0s - loss: 1.3076e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4572e-04 - val_mean_absolute_error: 0.0127 - 235ms/epoch - 2ms/step
## Epoch 92/150
## 152/152 - 0s - loss: 1.2662e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1962e-04 - val_mean_absolute_error: 0.0121 - 248ms/epoch - 2ms/step
## Epoch 93/150
## 152/152 - 0s - loss: 1.2942e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3547e-04 - val_mean_absolute_error: 0.0117 - 241ms/epoch - 2ms/step
## Epoch 94/150
## 152/152 - 0s - loss: 1.2974e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2598e-04 - val_mean_absolute_error: 0.0105 - 240ms/epoch - 2ms/step
## Epoch 95/150
## 152/152 - 0s - loss: 1.3415e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1887e-04 - val_mean_absolute_error: 0.0112 - 228ms/epoch - 2ms/step
## Epoch 96/150
## 152/152 - 0s - loss: 1.2645e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7978e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 97/150
## 152/152 - 0s - loss: 1.3891e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1651e-04 - val_mean_absolute_error: 0.0108 - 236ms/epoch - 2ms/step
## Epoch 98/150
## 152/152 - 0s - loss: 1.3342e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2277e-04 - val_mean_absolute_error: 0.0113 - 242ms/epoch - 2ms/step
## Epoch 99/150
## 152/152 - 0s - loss: 1.3078e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1612e-04 - val_mean_absolute_error: 0.0114 - 247ms/epoch - 2ms/step
## Epoch 100/150
## 152/152 - 0s - loss: 1.2450e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9497e-04 - val_mean_absolute_error: 0.0102 - 237ms/epoch - 2ms/step
## Epoch 101/150
## 152/152 - 0s - loss: 1.2223e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3751e-04 - val_mean_absolute_error: 0.0115 - 238ms/epoch - 2ms/step
## Epoch 102/150
## 152/152 - 0s - loss: 1.3094e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2086e-04 - val_mean_absolute_error: 0.0114 - 237ms/epoch - 2ms/step
## Epoch 103/150
## 152/152 - 0s - loss: 1.2305e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0249e-04 - val_mean_absolute_error: 0.0113 - 238ms/epoch - 2ms/step
## Epoch 104/150
## 152/152 - 0s - loss: 1.2262e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7490e-04 - val_mean_absolute_error: 0.0114 - 326ms/epoch - 2ms/step
## Epoch 105/150
## 152/152 - 0s - loss: 1.1936e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3511e-04 - val_mean_absolute_error: 0.0113 - 271ms/epoch - 2ms/step
## Epoch 106/150
## 152/152 - 0s - loss: 1.1988e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2491e-04 - val_mean_absolute_error: 0.0107 - 239ms/epoch - 2ms/step
## Epoch 107/150
## 152/152 - 0s - loss: 1.1730e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8077e-04 - val_mean_absolute_error: 0.0100 - 243ms/epoch - 2ms/step
## Epoch 108/150
## 152/152 - 0s - loss: 1.2503e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8708e-04 - val_mean_absolute_error: 0.0105 - 246ms/epoch - 2ms/step
## Epoch 109/150
## 152/152 - 0s - loss: 1.2227e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9265e-04 - val_mean_absolute_error: 0.0105 - 233ms/epoch - 2ms/step
## Epoch 110/150
## 152/152 - 0s - loss: 1.1893e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0584e-04 - val_mean_absolute_error: 0.0114 - 292ms/epoch - 2ms/step
## Epoch 111/150
## 152/152 - 0s - loss: 1.2124e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8658e-04 - val_mean_absolute_error: 0.0107 - 247ms/epoch - 2ms/step
## Epoch 112/150
## 152/152 - 0s - loss: 1.1995e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1006e-04 - val_mean_absolute_error: 0.0116 - 257ms/epoch - 2ms/step
## Epoch 113/150
## 152/152 - 0s - loss: 1.2838e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7140e-04 - val_mean_absolute_error: 0.0102 - 244ms/epoch - 2ms/step
## Epoch 114/150
## 152/152 - 0s - loss: 1.2918e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2538e-04 - val_mean_absolute_error: 0.0111 - 243ms/epoch - 2ms/step
## Epoch 115/150
## 152/152 - 0s - loss: 1.2113e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0853e-04 - val_mean_absolute_error: 0.0113 - 248ms/epoch - 2ms/step
## Epoch 116/150
## 152/152 - 0s - loss: 1.2466e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6638e-04 - val_mean_absolute_error: 0.0114 - 250ms/epoch - 2ms/step
## Epoch 117/150
## 152/152 - 0s - loss: 1.2565e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7411e-04 - val_mean_absolute_error: 0.0106 - 233ms/epoch - 2ms/step
## Epoch 118/150
## 152/152 - 0s - loss: 1.2228e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0055e-04 - val_mean_absolute_error: 0.0105 - 253ms/epoch - 2ms/step
## Epoch 119/150
## 152/152 - 0s - loss: 1.1888e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1290e-04 - val_mean_absolute_error: 0.0118 - 243ms/epoch - 2ms/step
## Epoch 120/150
## 152/152 - 0s - loss: 1.1755e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2304e-04 - val_mean_absolute_error: 0.0112 - 248ms/epoch - 2ms/step
## Epoch 121/150
## 152/152 - 0s - loss: 1.2895e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0581e-04 - val_mean_absolute_error: 0.0107 - 245ms/epoch - 2ms/step
## Epoch 122/150
## 152/152 - 0s - loss: 1.1361e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2996e-04 - val_mean_absolute_error: 0.0113 - 245ms/epoch - 2ms/step
## Epoch 123/150
## 152/152 - 0s - loss: 1.1344e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2741e-04 - val_mean_absolute_error: 0.0124 - 248ms/epoch - 2ms/step
## Epoch 124/150
## 152/152 - 0s - loss: 1.2083e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8623e-04 - val_mean_absolute_error: 0.0110 - 234ms/epoch - 2ms/step
## Epoch 125/150
## 152/152 - 0s - loss: 1.1671e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4319e-04 - val_mean_absolute_error: 0.0116 - 243ms/epoch - 2ms/step
## Epoch 126/150
## 152/152 - 0s - loss: 1.1281e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9694e-04 - val_mean_absolute_error: 0.0112 - 246ms/epoch - 2ms/step
## Epoch 127/150
## 152/152 - 0s - loss: 1.1828e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1757e-04 - val_mean_absolute_error: 0.0106 - 244ms/epoch - 2ms/step
## Epoch 128/150
## 152/152 - 0s - loss: 1.1478e-04 - mean_absolute_error: 0.0075 - val_loss: 4.7078e-04 - val_mean_absolute_error: 0.0114 - 249ms/epoch - 2ms/step
## Epoch 129/150
## 152/152 - 0s - loss: 1.1324e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3180e-04 - val_mean_absolute_error: 0.0115 - 242ms/epoch - 2ms/step
## Epoch 130/150
## 152/152 - 0s - loss: 1.2462e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4601e-04 - val_mean_absolute_error: 0.0113 - 246ms/epoch - 2ms/step
## Epoch 131/150
## 152/152 - 0s - loss: 1.1767e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0479e-04 - val_mean_absolute_error: 0.0108 - 242ms/epoch - 2ms/step
## Epoch 132/150
## 152/152 - 0s - loss: 1.2495e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2984e-04 - val_mean_absolute_error: 0.0113 - 246ms/epoch - 2ms/step
## Epoch 133/150
## 152/152 - 0s - loss: 1.1252e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0623e-04 - val_mean_absolute_error: 0.0115 - 239ms/epoch - 2ms/step
## Epoch 134/150
## 152/152 - 0s - loss: 1.0705e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4078e-04 - val_mean_absolute_error: 0.0118 - 290ms/epoch - 2ms/step
## Epoch 135/150
## 152/152 - 0s - loss: 1.0934e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9340e-04 - val_mean_absolute_error: 0.0103 - 234ms/epoch - 2ms/step
## Epoch 136/150
## 152/152 - 0s - loss: 1.1618e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4422e-04 - val_mean_absolute_error: 0.0121 - 295ms/epoch - 2ms/step
## Epoch 137/150
## 152/152 - 0s - loss: 1.1623e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1224e-04 - val_mean_absolute_error: 0.0105 - 237ms/epoch - 2ms/step
## Epoch 138/150
## 152/152 - 0s - loss: 1.0925e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3445e-04 - val_mean_absolute_error: 0.0112 - 254ms/epoch - 2ms/step
## Epoch 139/150
## 152/152 - 0s - loss: 1.1976e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4275e-04 - val_mean_absolute_error: 0.0114 - 257ms/epoch - 2ms/step
## Epoch 140/150
## 152/152 - 0s - loss: 1.1172e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9053e-04 - val_mean_absolute_error: 0.0110 - 258ms/epoch - 2ms/step
## Epoch 141/150
## 152/152 - 0s - loss: 1.0746e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0194e-04 - val_mean_absolute_error: 0.0114 - 253ms/epoch - 2ms/step
## Epoch 142/150
## 152/152 - 0s - loss: 1.1411e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3910e-04 - val_mean_absolute_error: 0.0117 - 257ms/epoch - 2ms/step
## Epoch 143/150
## 152/152 - 0s - loss: 1.1006e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3141e-04 - val_mean_absolute_error: 0.0112 - 253ms/epoch - 2ms/step
## Epoch 144/150
## 152/152 - 0s - loss: 1.1214e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0343e-04 - val_mean_absolute_error: 0.0115 - 240ms/epoch - 2ms/step
## Epoch 145/150
## 152/152 - 0s - loss: 1.1783e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5528e-04 - val_mean_absolute_error: 0.0126 - 239ms/epoch - 2ms/step
## Epoch 146/150
## 152/152 - 0s - loss: 1.1514e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2970e-04 - val_mean_absolute_error: 0.0104 - 263ms/epoch - 2ms/step
## Epoch 147/150
## 152/152 - 0s - loss: 1.1257e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5454e-04 - val_mean_absolute_error: 0.0119 - 248ms/epoch - 2ms/step
## Epoch 148/150
## 152/152 - 0s - loss: 1.1040e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1150e-04 - val_mean_absolute_error: 0.0105 - 255ms/epoch - 2ms/step
## Epoch 149/150
## 152/152 - 0s - loss: 1.0573e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9103e-04 - val_mean_absolute_error: 0.0112 - 247ms/epoch - 2ms/step
## Epoch 150/150
## 152/152 - 0s - loss: 1.1285e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6842e-04 - val_mean_absolute_error: 0.0132 - 248ms/epoch - 2ms/step
## Epoch 1/200
## 152/152 - 1s - loss: 0.0028 - mean_absolute_error: 0.0340 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 886ms/epoch - 6ms/step
## Epoch 2/200
## 152/152 - 0s - loss: 0.0022 - mean_absolute_error: 0.0301 - val_loss: 0.0020 - val_mean_absolute_error: 0.0231 - 240ms/epoch - 2ms/step
## Epoch 3/200
## 152/152 - 0s - loss: 0.0012 - mean_absolute_error: 0.0185 - val_loss: 9.6795e-04 - val_mean_absolute_error: 0.0137 - 229ms/epoch - 2ms/step
## Epoch 4/200
## 152/152 - 0s - loss: 7.0587e-04 - mean_absolute_error: 0.0151 - val_loss: 7.3070e-04 - val_mean_absolute_error: 0.0120 - 235ms/epoch - 2ms/step
## Epoch 5/200
## 152/152 - 0s - loss: 5.7689e-04 - mean_absolute_error: 0.0143 - val_loss: 7.0517e-04 - val_mean_absolute_error: 0.0143 - 235ms/epoch - 2ms/step
## Epoch 6/200
## 152/152 - 0s - loss: 4.9961e-04 - mean_absolute_error: 0.0134 - val_loss: 6.6086e-04 - val_mean_absolute_error: 0.0158 - 348ms/epoch - 2ms/step
## Epoch 7/200
## 152/152 - 0s - loss: 4.4491e-04 - mean_absolute_error: 0.0129 - val_loss: 5.4680e-04 - val_mean_absolute_error: 0.0124 - 248ms/epoch - 2ms/step
## Epoch 8/200
## 152/152 - 0s - loss: 4.0803e-04 - mean_absolute_error: 0.0125 - val_loss: 6.0746e-04 - val_mean_absolute_error: 0.0149 - 232ms/epoch - 2ms/step
## Epoch 9/200
## 152/152 - 0s - loss: 3.9073e-04 - mean_absolute_error: 0.0123 - val_loss: 6.3685e-04 - val_mean_absolute_error: 0.0167 - 265ms/epoch - 2ms/step
## Epoch 10/200
## 152/152 - 0s - loss: 3.6467e-04 - mean_absolute_error: 0.0120 - val_loss: 5.4853e-04 - val_mean_absolute_error: 0.0139 - 290ms/epoch - 2ms/step
## Epoch 11/200
## 152/152 - 0s - loss: 3.4683e-04 - mean_absolute_error: 0.0119 - val_loss: 4.7899e-04 - val_mean_absolute_error: 0.0118 - 242ms/epoch - 2ms/step
## Epoch 12/200
## 152/152 - 0s - loss: 3.2746e-04 - mean_absolute_error: 0.0116 - val_loss: 4.9884e-04 - val_mean_absolute_error: 0.0125 - 241ms/epoch - 2ms/step
## Epoch 13/200
## 152/152 - 0s - loss: 3.2699e-04 - mean_absolute_error: 0.0116 - val_loss: 4.8266e-04 - val_mean_absolute_error: 0.0118 - 242ms/epoch - 2ms/step
## Epoch 14/200
## 152/152 - 0s - loss: 3.0032e-04 - mean_absolute_error: 0.0112 - val_loss: 6.0364e-04 - val_mean_absolute_error: 0.0170 - 235ms/epoch - 2ms/step
## Epoch 15/200
## 152/152 - 0s - loss: 3.0675e-04 - mean_absolute_error: 0.0114 - val_loss: 4.3939e-04 - val_mean_absolute_error: 0.0111 - 236ms/epoch - 2ms/step
## Epoch 16/200
## 152/152 - 0s - loss: 2.8433e-04 - mean_absolute_error: 0.0110 - val_loss: 4.8093e-04 - val_mean_absolute_error: 0.0125 - 237ms/epoch - 2ms/step
## Epoch 17/200
## 152/152 - 0s - loss: 2.8310e-04 - mean_absolute_error: 0.0110 - val_loss: 6.2087e-04 - val_mean_absolute_error: 0.0172 - 246ms/epoch - 2ms/step
## Epoch 18/200
## 152/152 - 0s - loss: 2.6614e-04 - mean_absolute_error: 0.0108 - val_loss: 4.8041e-04 - val_mean_absolute_error: 0.0128 - 241ms/epoch - 2ms/step
## Epoch 19/200
## 152/152 - 0s - loss: 2.6103e-04 - mean_absolute_error: 0.0107 - val_loss: 4.3286e-04 - val_mean_absolute_error: 0.0113 - 235ms/epoch - 2ms/step
## Epoch 20/200
## 152/152 - 0s - loss: 2.5276e-04 - mean_absolute_error: 0.0106 - val_loss: 4.7804e-04 - val_mean_absolute_error: 0.0134 - 236ms/epoch - 2ms/step
## Epoch 21/200
## 152/152 - 0s - loss: 2.4030e-04 - mean_absolute_error: 0.0105 - val_loss: 4.6954e-04 - val_mean_absolute_error: 0.0122 - 235ms/epoch - 2ms/step
## Epoch 22/200
## 152/152 - 0s - loss: 2.4332e-04 - mean_absolute_error: 0.0105 - val_loss: 4.9825e-04 - val_mean_absolute_error: 0.0139 - 241ms/epoch - 2ms/step
## Epoch 23/200
## 152/152 - 0s - loss: 2.3294e-04 - mean_absolute_error: 0.0103 - val_loss: 4.9353e-04 - val_mean_absolute_error: 0.0137 - 242ms/epoch - 2ms/step
## Epoch 24/200
## 152/152 - 0s - loss: 2.3714e-04 - mean_absolute_error: 0.0104 - val_loss: 4.8643e-04 - val_mean_absolute_error: 0.0142 - 238ms/epoch - 2ms/step
## Epoch 25/200
## 152/152 - 0s - loss: 2.2598e-04 - mean_absolute_error: 0.0102 - val_loss: 4.6456e-04 - val_mean_absolute_error: 0.0128 - 251ms/epoch - 2ms/step
## Epoch 26/200
## 152/152 - 0s - loss: 2.2616e-04 - mean_absolute_error: 0.0101 - val_loss: 4.8677e-04 - val_mean_absolute_error: 0.0134 - 252ms/epoch - 2ms/step
## Epoch 27/200
## 152/152 - 0s - loss: 2.1087e-04 - mean_absolute_error: 0.0099 - val_loss: 4.8099e-04 - val_mean_absolute_error: 0.0133 - 232ms/epoch - 2ms/step
## Epoch 28/200
## 152/152 - 0s - loss: 2.1900e-04 - mean_absolute_error: 0.0100 - val_loss: 4.3598e-04 - val_mean_absolute_error: 0.0122 - 236ms/epoch - 2ms/step
## Epoch 29/200
## 152/152 - 0s - loss: 2.2466e-04 - mean_absolute_error: 0.0100 - val_loss: 4.3052e-04 - val_mean_absolute_error: 0.0114 - 239ms/epoch - 2ms/step
## Epoch 30/200
## 152/152 - 0s - loss: 2.2480e-04 - mean_absolute_error: 0.0101 - val_loss: 4.6333e-04 - val_mean_absolute_error: 0.0126 - 236ms/epoch - 2ms/step
## Epoch 31/200
## 152/152 - 0s - loss: 2.1089e-04 - mean_absolute_error: 0.0099 - val_loss: 4.2165e-04 - val_mean_absolute_error: 0.0109 - 291ms/epoch - 2ms/step
## Epoch 32/200
## 152/152 - 0s - loss: 2.1206e-04 - mean_absolute_error: 0.0100 - val_loss: 4.5217e-04 - val_mean_absolute_error: 0.0123 - 240ms/epoch - 2ms/step
## Epoch 33/200
## 152/152 - 0s - loss: 2.0357e-04 - mean_absolute_error: 0.0098 - val_loss: 4.2545e-04 - val_mean_absolute_error: 0.0109 - 243ms/epoch - 2ms/step
## Epoch 34/200
## 152/152 - 0s - loss: 2.0092e-04 - mean_absolute_error: 0.0097 - val_loss: 4.4633e-04 - val_mean_absolute_error: 0.0123 - 247ms/epoch - 2ms/step
## Epoch 35/200
## 152/152 - 0s - loss: 1.8837e-04 - mean_absolute_error: 0.0095 - val_loss: 4.3088e-04 - val_mean_absolute_error: 0.0104 - 240ms/epoch - 2ms/step
## Epoch 36/200
## 152/152 - 0s - loss: 2.0446e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3852e-04 - val_mean_absolute_error: 0.0113 - 233ms/epoch - 2ms/step
## Epoch 37/200
## 152/152 - 0s - loss: 1.8661e-04 - mean_absolute_error: 0.0095 - val_loss: 5.1180e-04 - val_mean_absolute_error: 0.0135 - 240ms/epoch - 2ms/step
## Epoch 38/200
## 152/152 - 0s - loss: 1.9429e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2855e-04 - val_mean_absolute_error: 0.0110 - 253ms/epoch - 2ms/step
## Epoch 39/200
## 152/152 - 0s - loss: 1.9913e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3036e-04 - val_mean_absolute_error: 0.0115 - 269ms/epoch - 2ms/step
## Epoch 40/200
## 152/152 - 0s - loss: 1.9260e-04 - mean_absolute_error: 0.0095 - val_loss: 4.9705e-04 - val_mean_absolute_error: 0.0129 - 248ms/epoch - 2ms/step
## Epoch 41/200
## 152/152 - 0s - loss: 1.9420e-04 - mean_absolute_error: 0.0095 - val_loss: 4.3549e-04 - val_mean_absolute_error: 0.0109 - 291ms/epoch - 2ms/step
## Epoch 42/200
## 152/152 - 0s - loss: 1.8781e-04 - mean_absolute_error: 0.0095 - val_loss: 4.5000e-04 - val_mean_absolute_error: 0.0112 - 241ms/epoch - 2ms/step
## Epoch 43/200
## 152/152 - 0s - loss: 1.8387e-04 - mean_absolute_error: 0.0095 - val_loss: 5.2059e-04 - val_mean_absolute_error: 0.0144 - 233ms/epoch - 2ms/step
## Epoch 44/200
## 152/152 - 0s - loss: 1.8473e-04 - mean_absolute_error: 0.0094 - val_loss: 4.6792e-04 - val_mean_absolute_error: 0.0130 - 234ms/epoch - 2ms/step
## Epoch 45/200
## 152/152 - 0s - loss: 1.7605e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2932e-04 - val_mean_absolute_error: 0.0110 - 232ms/epoch - 2ms/step
## Epoch 46/200
## 152/152 - 0s - loss: 1.7709e-04 - mean_absolute_error: 0.0092 - val_loss: 4.7888e-04 - val_mean_absolute_error: 0.0126 - 234ms/epoch - 2ms/step
## Epoch 47/200
## 152/152 - 0s - loss: 1.7958e-04 - mean_absolute_error: 0.0092 - val_loss: 4.9016e-04 - val_mean_absolute_error: 0.0132 - 313ms/epoch - 2ms/step
## Epoch 48/200
## 152/152 - 0s - loss: 1.7838e-04 - mean_absolute_error: 0.0094 - val_loss: 4.4717e-04 - val_mean_absolute_error: 0.0118 - 237ms/epoch - 2ms/step
## Epoch 49/200
## 152/152 - 0s - loss: 1.7287e-04 - mean_absolute_error: 0.0092 - val_loss: 4.8224e-04 - val_mean_absolute_error: 0.0132 - 240ms/epoch - 2ms/step
## Epoch 50/200
## 152/152 - 0s - loss: 1.7627e-04 - mean_absolute_error: 0.0092 - val_loss: 4.6938e-04 - val_mean_absolute_error: 0.0118 - 242ms/epoch - 2ms/step
## Epoch 51/200
## 152/152 - 0s - loss: 1.8161e-04 - mean_absolute_error: 0.0093 - val_loss: 5.2948e-04 - val_mean_absolute_error: 0.0142 - 317ms/epoch - 2ms/step
## Epoch 52/200
## 152/152 - 0s - loss: 1.7341e-04 - mean_absolute_error: 0.0092 - val_loss: 4.6094e-04 - val_mean_absolute_error: 0.0115 - 239ms/epoch - 2ms/step
## Epoch 53/200
## 152/152 - 0s - loss: 1.7341e-04 - mean_absolute_error: 0.0094 - val_loss: 5.0686e-04 - val_mean_absolute_error: 0.0134 - 237ms/epoch - 2ms/step
## Epoch 54/200
## 152/152 - 0s - loss: 1.7338e-04 - mean_absolute_error: 0.0092 - val_loss: 5.3564e-04 - val_mean_absolute_error: 0.0148 - 246ms/epoch - 2ms/step
## Epoch 55/200
## 152/152 - 0s - loss: 1.6910e-04 - mean_absolute_error: 0.0092 - val_loss: 5.0468e-04 - val_mean_absolute_error: 0.0135 - 237ms/epoch - 2ms/step
## Epoch 56/200
## 152/152 - 0s - loss: 1.6660e-04 - mean_absolute_error: 0.0090 - val_loss: 5.0056e-04 - val_mean_absolute_error: 0.0130 - 282ms/epoch - 2ms/step
## Epoch 57/200
## 152/152 - 0s - loss: 1.6887e-04 - mean_absolute_error: 0.0090 - val_loss: 4.5358e-04 - val_mean_absolute_error: 0.0119 - 236ms/epoch - 2ms/step
## Epoch 58/200
## 152/152 - 0s - loss: 1.6823e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5791e-04 - val_mean_absolute_error: 0.0104 - 233ms/epoch - 2ms/step
## Epoch 59/200
## 152/152 - 0s - loss: 1.6082e-04 - mean_absolute_error: 0.0089 - val_loss: 5.2431e-04 - val_mean_absolute_error: 0.0140 - 244ms/epoch - 2ms/step
## Epoch 60/200
## 152/152 - 0s - loss: 1.6170e-04 - mean_absolute_error: 0.0090 - val_loss: 5.4109e-04 - val_mean_absolute_error: 0.0143 - 246ms/epoch - 2ms/step
## Epoch 61/200
## 152/152 - 0s - loss: 1.6037e-04 - mean_absolute_error: 0.0088 - val_loss: 5.3892e-04 - val_mean_absolute_error: 0.0139 - 244ms/epoch - 2ms/step
## Epoch 62/200
## 152/152 - 0s - loss: 1.6947e-04 - mean_absolute_error: 0.0091 - val_loss: 5.1412e-04 - val_mean_absolute_error: 0.0135 - 291ms/epoch - 2ms/step
## Epoch 63/200
## 152/152 - 0s - loss: 1.6591e-04 - mean_absolute_error: 0.0090 - val_loss: 4.9475e-04 - val_mean_absolute_error: 0.0123 - 245ms/epoch - 2ms/step
## Epoch 64/200
## 152/152 - 0s - loss: 1.6128e-04 - mean_absolute_error: 0.0089 - val_loss: 4.4885e-04 - val_mean_absolute_error: 0.0109 - 239ms/epoch - 2ms/step
## Epoch 65/200
## 152/152 - 0s - loss: 1.6356e-04 - mean_absolute_error: 0.0089 - val_loss: 5.3103e-04 - val_mean_absolute_error: 0.0131 - 244ms/epoch - 2ms/step
## Epoch 66/200
## 152/152 - 0s - loss: 1.6222e-04 - mean_absolute_error: 0.0090 - val_loss: 4.9645e-04 - val_mean_absolute_error: 0.0131 - 243ms/epoch - 2ms/step
## Epoch 67/200
## 152/152 - 0s - loss: 1.5858e-04 - mean_absolute_error: 0.0089 - val_loss: 4.9899e-04 - val_mean_absolute_error: 0.0124 - 238ms/epoch - 2ms/step
## Epoch 68/200
## 152/152 - 0s - loss: 1.5600e-04 - mean_absolute_error: 0.0088 - val_loss: 4.9476e-04 - val_mean_absolute_error: 0.0123 - 242ms/epoch - 2ms/step
## Epoch 69/200
## 152/152 - 0s - loss: 1.4776e-04 - mean_absolute_error: 0.0087 - val_loss: 4.8401e-04 - val_mean_absolute_error: 0.0123 - 285ms/epoch - 2ms/step
## Epoch 70/200
## 152/152 - 0s - loss: 1.4532e-04 - mean_absolute_error: 0.0087 - val_loss: 4.7935e-04 - val_mean_absolute_error: 0.0121 - 239ms/epoch - 2ms/step
## Epoch 71/200
## 152/152 - 0s - loss: 1.5007e-04 - mean_absolute_error: 0.0087 - val_loss: 4.8351e-04 - val_mean_absolute_error: 0.0119 - 282ms/epoch - 2ms/step
## Epoch 72/200
## 152/152 - 0s - loss: 1.5412e-04 - mean_absolute_error: 0.0089 - val_loss: 4.8811e-04 - val_mean_absolute_error: 0.0122 - 240ms/epoch - 2ms/step
## Epoch 73/200
## 152/152 - 0s - loss: 1.4800e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4945e-04 - val_mean_absolute_error: 0.0110 - 235ms/epoch - 2ms/step
## Epoch 74/200
## 152/152 - 0s - loss: 1.5168e-04 - mean_absolute_error: 0.0088 - val_loss: 5.3713e-04 - val_mean_absolute_error: 0.0147 - 353ms/epoch - 2ms/step
## Epoch 75/200
## 152/152 - 0s - loss: 1.5217e-04 - mean_absolute_error: 0.0087 - val_loss: 5.0683e-04 - val_mean_absolute_error: 0.0122 - 235ms/epoch - 2ms/step
## Epoch 76/200
## 152/152 - 0s - loss: 1.4802e-04 - mean_absolute_error: 0.0087 - val_loss: 4.7996e-04 - val_mean_absolute_error: 0.0123 - 241ms/epoch - 2ms/step
## Epoch 77/200
## 152/152 - 0s - loss: 1.4911e-04 - mean_absolute_error: 0.0086 - val_loss: 4.9101e-04 - val_mean_absolute_error: 0.0125 - 279ms/epoch - 2ms/step
## Epoch 78/200
## 152/152 - 0s - loss: 1.4960e-04 - mean_absolute_error: 0.0087 - val_loss: 4.9175e-04 - val_mean_absolute_error: 0.0127 - 237ms/epoch - 2ms/step
## Epoch 79/200
## 152/152 - 0s - loss: 1.5246e-04 - mean_absolute_error: 0.0088 - val_loss: 4.7177e-04 - val_mean_absolute_error: 0.0121 - 234ms/epoch - 2ms/step
## Epoch 80/200
## 152/152 - 0s - loss: 1.4900e-04 - mean_absolute_error: 0.0088 - val_loss: 4.5484e-04 - val_mean_absolute_error: 0.0109 - 241ms/epoch - 2ms/step
## Epoch 81/200
## 152/152 - 0s - loss: 1.4194e-04 - mean_absolute_error: 0.0086 - val_loss: 5.0396e-04 - val_mean_absolute_error: 0.0128 - 245ms/epoch - 2ms/step
## Epoch 82/200
## 152/152 - 0s - loss: 1.4136e-04 - mean_absolute_error: 0.0084 - val_loss: 4.7089e-04 - val_mean_absolute_error: 0.0114 - 242ms/epoch - 2ms/step
## Epoch 83/200
## 152/152 - 0s - loss: 1.4767e-04 - mean_absolute_error: 0.0086 - val_loss: 4.7732e-04 - val_mean_absolute_error: 0.0124 - 242ms/epoch - 2ms/step
## Epoch 84/200
## 152/152 - 0s - loss: 1.4758e-04 - mean_absolute_error: 0.0086 - val_loss: 4.8217e-04 - val_mean_absolute_error: 0.0117 - 234ms/epoch - 2ms/step
## Epoch 85/200
## 152/152 - 0s - loss: 1.4922e-04 - mean_absolute_error: 0.0087 - val_loss: 4.8212e-04 - val_mean_absolute_error: 0.0122 - 242ms/epoch - 2ms/step
## Epoch 86/200
## 152/152 - 0s - loss: 1.4360e-04 - mean_absolute_error: 0.0085 - val_loss: 4.9440e-04 - val_mean_absolute_error: 0.0122 - 243ms/epoch - 2ms/step
## Epoch 87/200
## 152/152 - 0s - loss: 1.4739e-04 - mean_absolute_error: 0.0085 - val_loss: 5.2177e-04 - val_mean_absolute_error: 0.0137 - 242ms/epoch - 2ms/step
## Epoch 88/200
## 152/152 - 0s - loss: 1.4702e-04 - mean_absolute_error: 0.0086 - val_loss: 5.1177e-04 - val_mean_absolute_error: 0.0126 - 236ms/epoch - 2ms/step
## Epoch 89/200
## 152/152 - 0s - loss: 1.4072e-04 - mean_absolute_error: 0.0085 - val_loss: 4.6545e-04 - val_mean_absolute_error: 0.0106 - 241ms/epoch - 2ms/step
## Epoch 90/200
## 152/152 - 0s - loss: 1.4659e-04 - mean_absolute_error: 0.0086 - val_loss: 5.1082e-04 - val_mean_absolute_error: 0.0129 - 246ms/epoch - 2ms/step
## Epoch 91/200
## 152/152 - 0s - loss: 1.4279e-04 - mean_absolute_error: 0.0085 - val_loss: 4.8575e-04 - val_mean_absolute_error: 0.0118 - 245ms/epoch - 2ms/step
## Epoch 92/200
## 152/152 - 0s - loss: 1.4539e-04 - mean_absolute_error: 0.0086 - val_loss: 5.1922e-04 - val_mean_absolute_error: 0.0119 - 236ms/epoch - 2ms/step
## Epoch 93/200
## 152/152 - 0s - loss: 1.3659e-04 - mean_absolute_error: 0.0084 - val_loss: 5.3324e-04 - val_mean_absolute_error: 0.0121 - 242ms/epoch - 2ms/step
## Epoch 94/200
## 152/152 - 0s - loss: 1.4506e-04 - mean_absolute_error: 0.0085 - val_loss: 4.8393e-04 - val_mean_absolute_error: 0.0109 - 242ms/epoch - 2ms/step
## Epoch 95/200
## 152/152 - 0s - loss: 1.3469e-04 - mean_absolute_error: 0.0083 - val_loss: 5.7650e-04 - val_mean_absolute_error: 0.0147 - 242ms/epoch - 2ms/step
## Epoch 96/200
## 152/152 - 0s - loss: 1.3680e-04 - mean_absolute_error: 0.0085 - val_loss: 5.3390e-04 - val_mean_absolute_error: 0.0126 - 239ms/epoch - 2ms/step
## Epoch 97/200
## 152/152 - 0s - loss: 1.3268e-04 - mean_absolute_error: 0.0083 - val_loss: 5.3123e-04 - val_mean_absolute_error: 0.0124 - 242ms/epoch - 2ms/step
## Epoch 98/200
## 152/152 - 0s - loss: 1.3667e-04 - mean_absolute_error: 0.0084 - val_loss: 5.1864e-04 - val_mean_absolute_error: 0.0124 - 242ms/epoch - 2ms/step
## Epoch 99/200
## 152/152 - 0s - loss: 1.3781e-04 - mean_absolute_error: 0.0084 - val_loss: 5.3285e-04 - val_mean_absolute_error: 0.0118 - 243ms/epoch - 2ms/step
## Epoch 100/200
## 152/152 - 0s - loss: 1.3795e-04 - mean_absolute_error: 0.0084 - val_loss: 4.9017e-04 - val_mean_absolute_error: 0.0111 - 245ms/epoch - 2ms/step
## Epoch 101/200
## 152/152 - 0s - loss: 1.3266e-04 - mean_absolute_error: 0.0083 - val_loss: 5.2881e-04 - val_mean_absolute_error: 0.0133 - 242ms/epoch - 2ms/step
## Epoch 102/200
## 152/152 - 0s - loss: 1.3751e-04 - mean_absolute_error: 0.0085 - val_loss: 4.9703e-04 - val_mean_absolute_error: 0.0113 - 247ms/epoch - 2ms/step
## Epoch 103/200
## 152/152 - 0s - loss: 1.4248e-04 - mean_absolute_error: 0.0085 - val_loss: 5.0152e-04 - val_mean_absolute_error: 0.0124 - 246ms/epoch - 2ms/step
## Epoch 104/200
## 152/152 - 0s - loss: 1.3770e-04 - mean_absolute_error: 0.0084 - val_loss: 5.1429e-04 - val_mean_absolute_error: 0.0128 - 253ms/epoch - 2ms/step
## Epoch 105/200
## 152/152 - 0s - loss: 1.3814e-04 - mean_absolute_error: 0.0084 - val_loss: 5.1696e-04 - val_mean_absolute_error: 0.0121 - 255ms/epoch - 2ms/step
## Epoch 106/200
## 152/152 - 0s - loss: 1.3517e-04 - mean_absolute_error: 0.0083 - val_loss: 5.3650e-04 - val_mean_absolute_error: 0.0136 - 253ms/epoch - 2ms/step
## Epoch 107/200
## 152/152 - 0s - loss: 1.3019e-04 - mean_absolute_error: 0.0082 - val_loss: 5.4445e-04 - val_mean_absolute_error: 0.0131 - 239ms/epoch - 2ms/step
## Epoch 108/200
## 152/152 - 0s - loss: 1.3144e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8126e-04 - val_mean_absolute_error: 0.0112 - 252ms/epoch - 2ms/step
## Epoch 109/200
## 152/152 - 0s - loss: 1.3210e-04 - mean_absolute_error: 0.0082 - val_loss: 5.0751e-04 - val_mean_absolute_error: 0.0127 - 238ms/epoch - 2ms/step
## Epoch 110/200
## 152/152 - 0s - loss: 1.3918e-04 - mean_absolute_error: 0.0083 - val_loss: 5.4497e-04 - val_mean_absolute_error: 0.0136 - 241ms/epoch - 2ms/step
## Epoch 111/200
## 152/152 - 0s - loss: 1.3911e-04 - mean_absolute_error: 0.0084 - val_loss: 5.6594e-04 - val_mean_absolute_error: 0.0140 - 246ms/epoch - 2ms/step
## Epoch 112/200
## 152/152 - 0s - loss: 1.3439e-04 - mean_absolute_error: 0.0083 - val_loss: 5.7142e-04 - val_mean_absolute_error: 0.0139 - 242ms/epoch - 2ms/step
## Epoch 113/200
## 152/152 - 0s - loss: 1.3322e-04 - mean_absolute_error: 0.0082 - val_loss: 5.9383e-04 - val_mean_absolute_error: 0.0157 - 243ms/epoch - 2ms/step
## Epoch 114/200
## 152/152 - 0s - loss: 1.3775e-04 - mean_absolute_error: 0.0083 - val_loss: 5.3984e-04 - val_mean_absolute_error: 0.0124 - 242ms/epoch - 2ms/step
## Epoch 115/200
## 152/152 - 0s - loss: 1.3831e-04 - mean_absolute_error: 0.0084 - val_loss: 5.1967e-04 - val_mean_absolute_error: 0.0131 - 243ms/epoch - 2ms/step
## Epoch 116/200
## 152/152 - 0s - loss: 1.2845e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9747e-04 - val_mean_absolute_error: 0.0127 - 240ms/epoch - 2ms/step
## Epoch 117/200
## 152/152 - 0s - loss: 1.2389e-04 - mean_absolute_error: 0.0080 - val_loss: 5.2298e-04 - val_mean_absolute_error: 0.0126 - 238ms/epoch - 2ms/step
## Epoch 118/200
## 152/152 - 0s - loss: 1.2370e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6917e-04 - val_mean_absolute_error: 0.0110 - 291ms/epoch - 2ms/step
## Epoch 119/200
## 152/152 - 0s - loss: 1.2506e-04 - mean_absolute_error: 0.0081 - val_loss: 5.0681e-04 - val_mean_absolute_error: 0.0115 - 245ms/epoch - 2ms/step
## Epoch 120/200
## 152/152 - 0s - loss: 1.2393e-04 - mean_absolute_error: 0.0081 - val_loss: 5.0395e-04 - val_mean_absolute_error: 0.0113 - 244ms/epoch - 2ms/step
## Epoch 121/200
## 152/152 - 0s - loss: 1.2549e-04 - mean_absolute_error: 0.0081 - val_loss: 5.1848e-04 - val_mean_absolute_error: 0.0122 - 243ms/epoch - 2ms/step
## Epoch 122/200
## 152/152 - 0s - loss: 1.2788e-04 - mean_absolute_error: 0.0082 - val_loss: 5.7203e-04 - val_mean_absolute_error: 0.0147 - 229ms/epoch - 2ms/step
## Epoch 123/200
## 152/152 - 0s - loss: 1.3830e-04 - mean_absolute_error: 0.0083 - val_loss: 5.2653e-04 - val_mean_absolute_error: 0.0126 - 281ms/epoch - 2ms/step
## Epoch 124/200
## 152/152 - 0s - loss: 1.2628e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9766e-04 - val_mean_absolute_error: 0.0111 - 234ms/epoch - 2ms/step
## Epoch 125/200
## 152/152 - 0s - loss: 1.2951e-04 - mean_absolute_error: 0.0082 - val_loss: 4.7603e-04 - val_mean_absolute_error: 0.0109 - 233ms/epoch - 2ms/step
## Epoch 126/200
## 152/152 - 0s - loss: 1.2707e-04 - mean_absolute_error: 0.0081 - val_loss: 5.4701e-04 - val_mean_absolute_error: 0.0142 - 284ms/epoch - 2ms/step
## Epoch 127/200
## 152/152 - 0s - loss: 1.2208e-04 - mean_absolute_error: 0.0079 - val_loss: 4.9852e-04 - val_mean_absolute_error: 0.0124 - 239ms/epoch - 2ms/step
## Epoch 128/200
## 152/152 - 0s - loss: 1.2892e-04 - mean_absolute_error: 0.0081 - val_loss: 5.3548e-04 - val_mean_absolute_error: 0.0129 - 246ms/epoch - 2ms/step
## Epoch 129/200
## 152/152 - 0s - loss: 1.2316e-04 - mean_absolute_error: 0.0080 - val_loss: 5.4594e-04 - val_mean_absolute_error: 0.0134 - 251ms/epoch - 2ms/step
## Epoch 130/200
## 152/152 - 0s - loss: 1.2580e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9983e-04 - val_mean_absolute_error: 0.0118 - 235ms/epoch - 2ms/step
## Epoch 131/200
## 152/152 - 0s - loss: 1.2627e-04 - mean_absolute_error: 0.0081 - val_loss: 5.3077e-04 - val_mean_absolute_error: 0.0129 - 253ms/epoch - 2ms/step
## Epoch 132/200
## 152/152 - 0s - loss: 1.2867e-04 - mean_absolute_error: 0.0080 - val_loss: 5.1950e-04 - val_mean_absolute_error: 0.0110 - 250ms/epoch - 2ms/step
## Epoch 133/200
## 152/152 - 0s - loss: 1.3166e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8273e-04 - val_mean_absolute_error: 0.0111 - 240ms/epoch - 2ms/step
## Epoch 134/200
## 152/152 - 0s - loss: 1.2484e-04 - mean_absolute_error: 0.0080 - val_loss: 5.3045e-04 - val_mean_absolute_error: 0.0131 - 255ms/epoch - 2ms/step
## Epoch 135/200
## 152/152 - 0s - loss: 1.1913e-04 - mean_absolute_error: 0.0079 - val_loss: 5.0994e-04 - val_mean_absolute_error: 0.0120 - 237ms/epoch - 2ms/step
## Epoch 136/200
## 152/152 - 0s - loss: 1.2419e-04 - mean_absolute_error: 0.0079 - val_loss: 5.1712e-04 - val_mean_absolute_error: 0.0119 - 257ms/epoch - 2ms/step
## Epoch 137/200
## 152/152 - 0s - loss: 1.2373e-04 - mean_absolute_error: 0.0081 - val_loss: 5.2140e-04 - val_mean_absolute_error: 0.0129 - 243ms/epoch - 2ms/step
## Epoch 138/200
## 152/152 - 0s - loss: 1.2555e-04 - mean_absolute_error: 0.0080 - val_loss: 5.2446e-04 - val_mean_absolute_error: 0.0127 - 238ms/epoch - 2ms/step
## Epoch 139/200
## 152/152 - 0s - loss: 1.1964e-04 - mean_absolute_error: 0.0079 - val_loss: 5.3833e-04 - val_mean_absolute_error: 0.0127 - 241ms/epoch - 2ms/step
## Epoch 140/200
## 152/152 - 0s - loss: 1.1703e-04 - mean_absolute_error: 0.0078 - val_loss: 5.5431e-04 - val_mean_absolute_error: 0.0125 - 244ms/epoch - 2ms/step
## Epoch 141/200
## 152/152 - 0s - loss: 1.2944e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8235e-04 - val_mean_absolute_error: 0.0108 - 243ms/epoch - 2ms/step
## Epoch 142/200
## 152/152 - 0s - loss: 1.2646e-04 - mean_absolute_error: 0.0081 - val_loss: 5.3788e-04 - val_mean_absolute_error: 0.0122 - 245ms/epoch - 2ms/step
## Epoch 143/200
## 152/152 - 0s - loss: 1.1609e-04 - mean_absolute_error: 0.0078 - val_loss: 5.2384e-04 - val_mean_absolute_error: 0.0123 - 241ms/epoch - 2ms/step
## Epoch 144/200
## 152/152 - 0s - loss: 1.1862e-04 - mean_absolute_error: 0.0079 - val_loss: 5.7012e-04 - val_mean_absolute_error: 0.0142 - 250ms/epoch - 2ms/step
## Epoch 145/200
## 152/152 - 0s - loss: 1.2262e-04 - mean_absolute_error: 0.0079 - val_loss: 5.0613e-04 - val_mean_absolute_error: 0.0115 - 244ms/epoch - 2ms/step
## Epoch 146/200
## 152/152 - 0s - loss: 1.1898e-04 - mean_absolute_error: 0.0079 - val_loss: 6.0550e-04 - val_mean_absolute_error: 0.0153 - 246ms/epoch - 2ms/step
## Epoch 147/200
## 152/152 - 0s - loss: 1.1030e-04 - mean_absolute_error: 0.0077 - val_loss: 5.3026e-04 - val_mean_absolute_error: 0.0118 - 236ms/epoch - 2ms/step
## Epoch 148/200
## 152/152 - 0s - loss: 1.1348e-04 - mean_absolute_error: 0.0077 - val_loss: 4.9520e-04 - val_mean_absolute_error: 0.0109 - 253ms/epoch - 2ms/step
## Epoch 149/200
## 152/152 - 0s - loss: 1.1566e-04 - mean_absolute_error: 0.0078 - val_loss: 4.9258e-04 - val_mean_absolute_error: 0.0111 - 241ms/epoch - 2ms/step
## Epoch 150/200
## 152/152 - 0s - loss: 1.1700e-04 - mean_absolute_error: 0.0078 - val_loss: 4.9431e-04 - val_mean_absolute_error: 0.0113 - 251ms/epoch - 2ms/step
## Epoch 151/200
## 152/152 - 0s - loss: 1.1900e-04 - mean_absolute_error: 0.0078 - val_loss: 5.2646e-04 - val_mean_absolute_error: 0.0126 - 400ms/epoch - 3ms/step
## Epoch 152/200
## 152/152 - 0s - loss: 1.2241e-04 - mean_absolute_error: 0.0078 - val_loss: 5.0424e-04 - val_mean_absolute_error: 0.0116 - 238ms/epoch - 2ms/step
## Epoch 153/200
## 152/152 - 0s - loss: 1.2865e-04 - mean_absolute_error: 0.0081 - val_loss: 5.0803e-04 - val_mean_absolute_error: 0.0118 - 237ms/epoch - 2ms/step
## Epoch 154/200
## 152/152 - 0s - loss: 1.2004e-04 - mean_absolute_error: 0.0079 - val_loss: 4.9203e-04 - val_mean_absolute_error: 0.0115 - 246ms/epoch - 2ms/step
## Epoch 155/200
## 152/152 - 0s - loss: 1.1834e-04 - mean_absolute_error: 0.0078 - val_loss: 5.0625e-04 - val_mean_absolute_error: 0.0112 - 245ms/epoch - 2ms/step
## Epoch 156/200
## 152/152 - 0s - loss: 1.1843e-04 - mean_absolute_error: 0.0078 - val_loss: 5.4540e-04 - val_mean_absolute_error: 0.0131 - 245ms/epoch - 2ms/step
## Epoch 157/200
## 152/152 - 0s - loss: 1.2291e-04 - mean_absolute_error: 0.0079 - val_loss: 6.0470e-04 - val_mean_absolute_error: 0.0154 - 254ms/epoch - 2ms/step
## Epoch 158/200
## 152/152 - 0s - loss: 1.2641e-04 - mean_absolute_error: 0.0079 - val_loss: 5.0283e-04 - val_mean_absolute_error: 0.0123 - 244ms/epoch - 2ms/step
## Epoch 159/200
## 152/152 - 0s - loss: 1.2816e-04 - mean_absolute_error: 0.0080 - val_loss: 4.9813e-04 - val_mean_absolute_error: 0.0115 - 290ms/epoch - 2ms/step
## Epoch 160/200
## 152/152 - 0s - loss: 1.1771e-04 - mean_absolute_error: 0.0078 - val_loss: 5.3690e-04 - val_mean_absolute_error: 0.0131 - 252ms/epoch - 2ms/step
## Epoch 161/200
## 152/152 - 0s - loss: 1.1228e-04 - mean_absolute_error: 0.0077 - val_loss: 5.2053e-04 - val_mean_absolute_error: 0.0119 - 256ms/epoch - 2ms/step
## Epoch 162/200
## 152/152 - 0s - loss: 1.1558e-04 - mean_absolute_error: 0.0077 - val_loss: 5.5092e-04 - val_mean_absolute_error: 0.0130 - 293ms/epoch - 2ms/step
## Epoch 163/200
## 152/152 - 0s - loss: 1.1417e-04 - mean_absolute_error: 0.0077 - val_loss: 5.2077e-04 - val_mean_absolute_error: 0.0121 - 249ms/epoch - 2ms/step
## Epoch 164/200
## 152/152 - 0s - loss: 1.1357e-04 - mean_absolute_error: 0.0077 - val_loss: 5.9065e-04 - val_mean_absolute_error: 0.0150 - 254ms/epoch - 2ms/step
## Epoch 165/200
## 152/152 - 0s - loss: 1.1334e-04 - mean_absolute_error: 0.0077 - val_loss: 5.0186e-04 - val_mean_absolute_error: 0.0122 - 245ms/epoch - 2ms/step
## Epoch 166/200
## 152/152 - 0s - loss: 1.0889e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4905e-04 - val_mean_absolute_error: 0.0126 - 255ms/epoch - 2ms/step
## Epoch 167/200
## 152/152 - 0s - loss: 1.1713e-04 - mean_absolute_error: 0.0078 - val_loss: 5.5167e-04 - val_mean_absolute_error: 0.0136 - 264ms/epoch - 2ms/step
## Epoch 168/200
## 152/152 - 0s - loss: 1.2424e-04 - mean_absolute_error: 0.0080 - val_loss: 5.4500e-04 - val_mean_absolute_error: 0.0138 - 251ms/epoch - 2ms/step
## Epoch 169/200
## 152/152 - 0s - loss: 1.1570e-04 - mean_absolute_error: 0.0077 - val_loss: 5.1015e-04 - val_mean_absolute_error: 0.0118 - 245ms/epoch - 2ms/step
## Epoch 170/200
## 152/152 - 0s - loss: 1.1499e-04 - mean_absolute_error: 0.0078 - val_loss: 5.5458e-04 - val_mean_absolute_error: 0.0123 - 246ms/epoch - 2ms/step
## Epoch 171/200
## 152/152 - 0s - loss: 1.1456e-04 - mean_absolute_error: 0.0076 - val_loss: 5.1328e-04 - val_mean_absolute_error: 0.0119 - 249ms/epoch - 2ms/step
## Epoch 172/200
## 152/152 - 0s - loss: 1.1000e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4951e-04 - val_mean_absolute_error: 0.0134 - 256ms/epoch - 2ms/step
## Epoch 173/200
## 152/152 - 0s - loss: 1.1500e-04 - mean_absolute_error: 0.0078 - val_loss: 5.5998e-04 - val_mean_absolute_error: 0.0136 - 249ms/epoch - 2ms/step
## Epoch 174/200
## 152/152 - 0s - loss: 1.1404e-04 - mean_absolute_error: 0.0077 - val_loss: 5.7453e-04 - val_mean_absolute_error: 0.0131 - 248ms/epoch - 2ms/step
## Epoch 175/200
## 152/152 - 0s - loss: 1.1164e-04 - mean_absolute_error: 0.0077 - val_loss: 6.2435e-04 - val_mean_absolute_error: 0.0140 - 242ms/epoch - 2ms/step
## Epoch 176/200
## 152/152 - 0s - loss: 1.1297e-04 - mean_absolute_error: 0.0077 - val_loss: 5.4877e-04 - val_mean_absolute_error: 0.0121 - 241ms/epoch - 2ms/step
## Epoch 177/200
## 152/152 - 0s - loss: 1.1248e-04 - mean_absolute_error: 0.0076 - val_loss: 5.1974e-04 - val_mean_absolute_error: 0.0105 - 242ms/epoch - 2ms/step
## Epoch 178/200
## 152/152 - 0s - loss: 1.1643e-04 - mean_absolute_error: 0.0078 - val_loss: 5.2506e-04 - val_mean_absolute_error: 0.0120 - 237ms/epoch - 2ms/step
## Epoch 179/200
## 152/152 - 0s - loss: 1.0613e-04 - mean_absolute_error: 0.0075 - val_loss: 5.1135e-04 - val_mean_absolute_error: 0.0111 - 237ms/epoch - 2ms/step
## Epoch 180/200
## 152/152 - 0s - loss: 1.0868e-04 - mean_absolute_error: 0.0075 - val_loss: 5.2634e-04 - val_mean_absolute_error: 0.0124 - 241ms/epoch - 2ms/step
## Epoch 181/200
## 152/152 - 0s - loss: 1.1136e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4379e-04 - val_mean_absolute_error: 0.0123 - 244ms/epoch - 2ms/step
## Epoch 182/200
## 152/152 - 0s - loss: 1.0524e-04 - mean_absolute_error: 0.0074 - val_loss: 5.3210e-04 - val_mean_absolute_error: 0.0128 - 241ms/epoch - 2ms/step
## Epoch 183/200
## 152/152 - 0s - loss: 1.0780e-04 - mean_absolute_error: 0.0076 - val_loss: 5.9045e-04 - val_mean_absolute_error: 0.0146 - 242ms/epoch - 2ms/step
## Epoch 184/200
## 152/152 - 0s - loss: 1.0767e-04 - mean_absolute_error: 0.0076 - val_loss: 4.9396e-04 - val_mean_absolute_error: 0.0117 - 273ms/epoch - 2ms/step
## Epoch 185/200
## 152/152 - 0s - loss: 1.1107e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0463e-04 - val_mean_absolute_error: 0.0117 - 310ms/epoch - 2ms/step
## Epoch 186/200
## 152/152 - 0s - loss: 1.0766e-04 - mean_absolute_error: 0.0075 - val_loss: 4.9008e-04 - val_mean_absolute_error: 0.0110 - 244ms/epoch - 2ms/step
## Epoch 187/200
## 152/152 - 0s - loss: 1.0815e-04 - mean_absolute_error: 0.0075 - val_loss: 5.1876e-04 - val_mean_absolute_error: 0.0115 - 251ms/epoch - 2ms/step
## Epoch 188/200
## 152/152 - 0s - loss: 1.0660e-04 - mean_absolute_error: 0.0076 - val_loss: 4.9776e-04 - val_mean_absolute_error: 0.0114 - 237ms/epoch - 2ms/step
## Epoch 189/200
## 152/152 - 0s - loss: 1.0445e-04 - mean_absolute_error: 0.0075 - val_loss: 5.8406e-04 - val_mean_absolute_error: 0.0151 - 235ms/epoch - 2ms/step
## Epoch 190/200
## 152/152 - 0s - loss: 1.0649e-04 - mean_absolute_error: 0.0075 - val_loss: 5.1611e-04 - val_mean_absolute_error: 0.0120 - 261ms/epoch - 2ms/step
## Epoch 191/200
## 152/152 - 0s - loss: 1.0791e-04 - mean_absolute_error: 0.0075 - val_loss: 5.0616e-04 - val_mean_absolute_error: 0.0113 - 253ms/epoch - 2ms/step
## Epoch 192/200
## 152/152 - 0s - loss: 1.1033e-04 - mean_absolute_error: 0.0075 - val_loss: 5.6379e-04 - val_mean_absolute_error: 0.0142 - 245ms/epoch - 2ms/step
## Epoch 193/200
## 152/152 - 0s - loss: 1.0559e-04 - mean_absolute_error: 0.0075 - val_loss: 5.1472e-04 - val_mean_absolute_error: 0.0110 - 235ms/epoch - 2ms/step
## Epoch 194/200
## 152/152 - 0s - loss: 1.1092e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4240e-04 - val_mean_absolute_error: 0.0128 - 241ms/epoch - 2ms/step
## Epoch 195/200
## 152/152 - 0s - loss: 1.1462e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0159e-04 - val_mean_absolute_error: 0.0115 - 233ms/epoch - 2ms/step
## Epoch 196/200
## 152/152 - 0s - loss: 1.2033e-04 - mean_absolute_error: 0.0077 - val_loss: 5.7078e-04 - val_mean_absolute_error: 0.0146 - 239ms/epoch - 2ms/step
## Epoch 197/200
## 152/152 - 0s - loss: 1.0902e-04 - mean_absolute_error: 0.0076 - val_loss: 5.2095e-04 - val_mean_absolute_error: 0.0108 - 243ms/epoch - 2ms/step
## Epoch 198/200
## 152/152 - 0s - loss: 1.0368e-04 - mean_absolute_error: 0.0074 - val_loss: 6.1217e-04 - val_mean_absolute_error: 0.0151 - 297ms/epoch - 2ms/step
## Epoch 199/200
## 152/152 - 0s - loss: 1.0989e-04 - mean_absolute_error: 0.0075 - val_loss: 5.9529e-04 - val_mean_absolute_error: 0.0141 - 240ms/epoch - 2ms/step
## Epoch 200/200
## 152/152 - 0s - loss: 1.0758e-04 - mean_absolute_error: 0.0075 - val_loss: 5.0360e-04 - val_mean_absolute_error: 0.0113 - 283ms/epoch - 2ms/step
## Epoch 1/250
## 152/152 - 1s - loss: 0.0026 - mean_absolute_error: 0.0331 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 907ms/epoch - 6ms/step
## Epoch 2/250
## 152/152 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 267ms/epoch - 2ms/step
## Epoch 3/250
## 152/152 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 244ms/epoch - 2ms/step
## Epoch 4/250
## 152/152 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 252ms/epoch - 2ms/step
## Epoch 5/250
## 152/152 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0023 - val_mean_absolute_error: 0.0290 - 258ms/epoch - 2ms/step
## Epoch 6/250
## 152/152 - 0s - loss: 0.0010 - mean_absolute_error: 0.0199 - val_loss: 5.6675e-04 - val_mean_absolute_error: 0.0139 - 258ms/epoch - 2ms/step
## Epoch 7/250
## 152/152 - 0s - loss: 4.8439e-04 - mean_absolute_error: 0.0140 - val_loss: 4.9693e-04 - val_mean_absolute_error: 0.0130 - 253ms/epoch - 2ms/step
## Epoch 8/250
## 152/152 - 0s - loss: 4.0416e-04 - mean_absolute_error: 0.0127 - val_loss: 4.3573e-04 - val_mean_absolute_error: 0.0115 - 250ms/epoch - 2ms/step
## Epoch 9/250
## 152/152 - 0s - loss: 3.6984e-04 - mean_absolute_error: 0.0120 - val_loss: 4.1829e-04 - val_mean_absolute_error: 0.0109 - 240ms/epoch - 2ms/step
## Epoch 10/250
## 152/152 - 0s - loss: 3.3511e-04 - mean_absolute_error: 0.0114 - val_loss: 4.4108e-04 - val_mean_absolute_error: 0.0111 - 250ms/epoch - 2ms/step
## Epoch 11/250
## 152/152 - 0s - loss: 3.2437e-04 - mean_absolute_error: 0.0114 - val_loss: 3.9043e-04 - val_mean_absolute_error: 0.0108 - 242ms/epoch - 2ms/step
## Epoch 12/250
## 152/152 - 0s - loss: 3.1174e-04 - mean_absolute_error: 0.0112 - val_loss: 3.9151e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 13/250
## 152/152 - 0s - loss: 3.0015e-04 - mean_absolute_error: 0.0109 - val_loss: 4.0087e-04 - val_mean_absolute_error: 0.0117 - 241ms/epoch - 2ms/step
## Epoch 14/250
## 152/152 - 0s - loss: 2.7260e-04 - mean_absolute_error: 0.0106 - val_loss: 4.1801e-04 - val_mean_absolute_error: 0.0118 - 248ms/epoch - 2ms/step
## Epoch 15/250
## 152/152 - 0s - loss: 2.6965e-04 - mean_absolute_error: 0.0106 - val_loss: 3.8604e-04 - val_mean_absolute_error: 0.0111 - 239ms/epoch - 2ms/step
## Epoch 16/250
## 152/152 - 0s - loss: 2.6470e-04 - mean_absolute_error: 0.0106 - val_loss: 4.2603e-04 - val_mean_absolute_error: 0.0106 - 239ms/epoch - 2ms/step
## Epoch 17/250
## 152/152 - 0s - loss: 2.5957e-04 - mean_absolute_error: 0.0104 - val_loss: 3.8252e-04 - val_mean_absolute_error: 0.0104 - 240ms/epoch - 2ms/step
## Epoch 18/250
## 152/152 - 0s - loss: 2.5432e-04 - mean_absolute_error: 0.0103 - val_loss: 4.2571e-04 - val_mean_absolute_error: 0.0107 - 248ms/epoch - 2ms/step
## Epoch 19/250
## 152/152 - 0s - loss: 2.3811e-04 - mean_absolute_error: 0.0100 - val_loss: 4.5096e-04 - val_mean_absolute_error: 0.0106 - 300ms/epoch - 2ms/step
## Epoch 20/250
## 152/152 - 0s - loss: 2.3588e-04 - mean_absolute_error: 0.0100 - val_loss: 4.1401e-04 - val_mean_absolute_error: 0.0104 - 244ms/epoch - 2ms/step
## Epoch 21/250
## 152/152 - 0s - loss: 2.2252e-04 - mean_absolute_error: 0.0097 - val_loss: 4.1316e-04 - val_mean_absolute_error: 0.0105 - 244ms/epoch - 2ms/step
## Epoch 22/250
## 152/152 - 0s - loss: 2.1512e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9752e-04 - val_mean_absolute_error: 0.0103 - 359ms/epoch - 2ms/step
## Epoch 23/250
## 152/152 - 0s - loss: 2.1471e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8190e-04 - val_mean_absolute_error: 0.0102 - 239ms/epoch - 2ms/step
## Epoch 24/250
## 152/152 - 0s - loss: 2.3369e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9479e-04 - val_mean_absolute_error: 0.0102 - 249ms/epoch - 2ms/step
## Epoch 25/250
## 152/152 - 0s - loss: 2.0035e-04 - mean_absolute_error: 0.0094 - val_loss: 3.6605e-04 - val_mean_absolute_error: 0.0100 - 248ms/epoch - 2ms/step
## Epoch 26/250
## 152/152 - 0s - loss: 2.1427e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8657e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 27/250
## 152/152 - 0s - loss: 1.9666e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7520e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 28/250
## 152/152 - 0s - loss: 1.9474e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0011e-04 - val_mean_absolute_error: 0.0103 - 240ms/epoch - 2ms/step
## Epoch 29/250
## 152/152 - 0s - loss: 1.9603e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8668e-04 - val_mean_absolute_error: 0.0101 - 234ms/epoch - 2ms/step
## Epoch 30/250
## 152/152 - 0s - loss: 1.9173e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8323e-04 - val_mean_absolute_error: 0.0100 - 249ms/epoch - 2ms/step
## Epoch 31/250
## 152/152 - 0s - loss: 1.9414e-04 - mean_absolute_error: 0.0092 - val_loss: 4.4832e-04 - val_mean_absolute_error: 0.0108 - 257ms/epoch - 2ms/step
## Epoch 32/250
## 152/152 - 0s - loss: 1.9183e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8544e-04 - val_mean_absolute_error: 0.0107 - 249ms/epoch - 2ms/step
## Epoch 33/250
## 152/152 - 0s - loss: 1.8463e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7204e-04 - val_mean_absolute_error: 0.0102 - 246ms/epoch - 2ms/step
## Epoch 34/250
## 152/152 - 0s - loss: 1.7607e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2583e-04 - val_mean_absolute_error: 0.0107 - 244ms/epoch - 2ms/step
## Epoch 35/250
## 152/152 - 0s - loss: 1.7901e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6370e-04 - val_mean_absolute_error: 0.0100 - 250ms/epoch - 2ms/step
## Epoch 36/250
## 152/152 - 0s - loss: 1.7339e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0323e-04 - val_mean_absolute_error: 0.0103 - 248ms/epoch - 2ms/step
## Epoch 37/250
## 152/152 - 0s - loss: 1.8328e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9263e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 2ms/step
## Epoch 38/250
## 152/152 - 0s - loss: 1.7349e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9116e-04 - val_mean_absolute_error: 0.0102 - 239ms/epoch - 2ms/step
## Epoch 39/250
## 152/152 - 0s - loss: 1.6427e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6443e-04 - val_mean_absolute_error: 0.0100 - 257ms/epoch - 2ms/step
## Epoch 40/250
## 152/152 - 0s - loss: 1.6684e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0832e-04 - val_mean_absolute_error: 0.0100 - 248ms/epoch - 2ms/step
## Epoch 41/250
## 152/152 - 0s - loss: 1.7331e-04 - mean_absolute_error: 0.0088 - val_loss: 3.4998e-04 - val_mean_absolute_error: 0.0104 - 242ms/epoch - 2ms/step
## Epoch 42/250
## 152/152 - 0s - loss: 1.5915e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7365e-04 - val_mean_absolute_error: 0.0108 - 244ms/epoch - 2ms/step
## Epoch 43/250
## 152/152 - 0s - loss: 1.8646e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9736e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 44/250
## 152/152 - 0s - loss: 1.7761e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6262e-04 - val_mean_absolute_error: 0.0101 - 260ms/epoch - 2ms/step
## Epoch 45/250
## 152/152 - 0s - loss: 1.5901e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9263e-04 - val_mean_absolute_error: 0.0100 - 236ms/epoch - 2ms/step
## Epoch 46/250
## 152/152 - 0s - loss: 1.6192e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9754e-04 - val_mean_absolute_error: 0.0103 - 237ms/epoch - 2ms/step
## Epoch 47/250
## 152/152 - 0s - loss: 1.6605e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8113e-04 - val_mean_absolute_error: 0.0100 - 243ms/epoch - 2ms/step
## Epoch 48/250
## 152/152 - 0s - loss: 1.5814e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8581e-04 - val_mean_absolute_error: 0.0103 - 259ms/epoch - 2ms/step
## Epoch 49/250
## 152/152 - 0s - loss: 1.5395e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1273e-04 - val_mean_absolute_error: 0.0106 - 247ms/epoch - 2ms/step
## Epoch 50/250
## 152/152 - 0s - loss: 1.6534e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0827e-04 - val_mean_absolute_error: 0.0102 - 238ms/epoch - 2ms/step
## Epoch 51/250
## 152/152 - 0s - loss: 1.6265e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9438e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 52/250
## 152/152 - 0s - loss: 1.5494e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8474e-04 - val_mean_absolute_error: 0.0101 - 253ms/epoch - 2ms/step
## Epoch 53/250
## 152/152 - 0s - loss: 1.5184e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9633e-04 - val_mean_absolute_error: 0.0101 - 264ms/epoch - 2ms/step
## Epoch 54/250
## 152/152 - 0s - loss: 1.5095e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9813e-04 - val_mean_absolute_error: 0.0101 - 249ms/epoch - 2ms/step
## Epoch 55/250
## 152/152 - 0s - loss: 1.5016e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8093e-04 - val_mean_absolute_error: 0.0108 - 285ms/epoch - 2ms/step
## Epoch 56/250
## 152/152 - 0s - loss: 1.4819e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7657e-04 - val_mean_absolute_error: 0.0103 - 253ms/epoch - 2ms/step
## Epoch 57/250
## 152/152 - 0s - loss: 1.5110e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1472e-04 - val_mean_absolute_error: 0.0102 - 296ms/epoch - 2ms/step
## Epoch 58/250
## 152/152 - 0s - loss: 1.3983e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9802e-04 - val_mean_absolute_error: 0.0104 - 249ms/epoch - 2ms/step
## Epoch 59/250
## 152/152 - 0s - loss: 1.4362e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0507e-04 - val_mean_absolute_error: 0.0105 - 258ms/epoch - 2ms/step
## Epoch 60/250
## 152/152 - 0s - loss: 1.4920e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9508e-04 - val_mean_absolute_error: 0.0110 - 245ms/epoch - 2ms/step
## Epoch 61/250
## 152/152 - 0s - loss: 1.4942e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9801e-04 - val_mean_absolute_error: 0.0102 - 239ms/epoch - 2ms/step
## Epoch 62/250
## 152/152 - 0s - loss: 1.4000e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7638e-04 - val_mean_absolute_error: 0.0100 - 247ms/epoch - 2ms/step
## Epoch 63/250
## 152/152 - 0s - loss: 1.4499e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1230e-04 - val_mean_absolute_error: 0.0105 - 251ms/epoch - 2ms/step
## Epoch 64/250
## 152/152 - 0s - loss: 1.4840e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9175e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 65/250
## 152/152 - 0s - loss: 1.4020e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7740e-04 - val_mean_absolute_error: 0.0100 - 246ms/epoch - 2ms/step
## Epoch 66/250
## 152/152 - 0s - loss: 1.3813e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8689e-04 - val_mean_absolute_error: 0.0100 - 251ms/epoch - 2ms/step
## Epoch 67/250
## 152/152 - 0s - loss: 1.3544e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8190e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 68/250
## 152/152 - 0s - loss: 1.3947e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1882e-04 - val_mean_absolute_error: 0.0104 - 255ms/epoch - 2ms/step
## Epoch 69/250
## 152/152 - 0s - loss: 1.4351e-04 - mean_absolute_error: 0.0082 - val_loss: 4.4074e-04 - val_mean_absolute_error: 0.0111 - 246ms/epoch - 2ms/step
## Epoch 70/250
## 152/152 - 0s - loss: 1.3759e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2703e-04 - val_mean_absolute_error: 0.0106 - 262ms/epoch - 2ms/step
## Epoch 71/250
## 152/152 - 0s - loss: 1.3445e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1271e-04 - val_mean_absolute_error: 0.0102 - 246ms/epoch - 2ms/step
## Epoch 72/250
## 152/152 - 0s - loss: 1.4332e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8063e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 73/250
## 152/152 - 0s - loss: 1.3689e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9492e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 74/250
## 152/152 - 0s - loss: 1.3853e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2263e-04 - val_mean_absolute_error: 0.0102 - 243ms/epoch - 2ms/step
## Epoch 75/250
## 152/152 - 0s - loss: 1.3943e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4551e-04 - val_mean_absolute_error: 0.0116 - 241ms/epoch - 2ms/step
## Epoch 76/250
## 152/152 - 0s - loss: 1.3202e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7397e-04 - val_mean_absolute_error: 0.0100 - 252ms/epoch - 2ms/step
## Epoch 77/250
## 152/152 - 0s - loss: 1.4150e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0998e-04 - val_mean_absolute_error: 0.0110 - 242ms/epoch - 2ms/step
## Epoch 78/250
## 152/152 - 0s - loss: 1.2920e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9389e-04 - val_mean_absolute_error: 0.0102 - 243ms/epoch - 2ms/step
## Epoch 79/250
## 152/152 - 0s - loss: 1.3046e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2193e-04 - val_mean_absolute_error: 0.0103 - 242ms/epoch - 2ms/step
## Epoch 80/250
## 152/152 - 0s - loss: 1.2485e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9874e-04 - val_mean_absolute_error: 0.0106 - 253ms/epoch - 2ms/step
## Epoch 81/250
## 152/152 - 0s - loss: 1.2999e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9554e-04 - val_mean_absolute_error: 0.0106 - 257ms/epoch - 2ms/step
## Epoch 82/250
## 152/152 - 0s - loss: 1.3484e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3313e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 83/250
## 152/152 - 0s - loss: 1.3296e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9447e-04 - val_mean_absolute_error: 0.0105 - 235ms/epoch - 2ms/step
## Epoch 84/250
## 152/152 - 0s - loss: 1.2653e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2187e-04 - val_mean_absolute_error: 0.0102 - 250ms/epoch - 2ms/step
## Epoch 85/250
## 152/152 - 0s - loss: 1.3328e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2931e-04 - val_mean_absolute_error: 0.0105 - 294ms/epoch - 2ms/step
## Epoch 86/250
## 152/152 - 0s - loss: 1.2320e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4605e-04 - val_mean_absolute_error: 0.0112 - 243ms/epoch - 2ms/step
## Epoch 87/250
## 152/152 - 0s - loss: 1.2992e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1765e-04 - val_mean_absolute_error: 0.0101 - 246ms/epoch - 2ms/step
## Epoch 88/250
## 152/152 - 0s - loss: 1.2794e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0669e-04 - val_mean_absolute_error: 0.0101 - 244ms/epoch - 2ms/step
## Epoch 89/250
## 152/152 - 0s - loss: 1.2167e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2638e-04 - val_mean_absolute_error: 0.0108 - 246ms/epoch - 2ms/step
## Epoch 90/250
## 152/152 - 0s - loss: 1.1844e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6849e-04 - val_mean_absolute_error: 0.0104 - 244ms/epoch - 2ms/step
## Epoch 91/250
## 152/152 - 0s - loss: 1.3296e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0853e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 92/250
## 152/152 - 0s - loss: 1.2452e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1809e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 2ms/step
## Epoch 93/250
## 152/152 - 0s - loss: 1.2364e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2569e-04 - val_mean_absolute_error: 0.0104 - 251ms/epoch - 2ms/step
## Epoch 94/250
## 152/152 - 0s - loss: 1.1781e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1233e-04 - val_mean_absolute_error: 0.0101 - 256ms/epoch - 2ms/step
## Epoch 95/250
## 152/152 - 0s - loss: 1.2001e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1349e-04 - val_mean_absolute_error: 0.0104 - 234ms/epoch - 2ms/step
## Epoch 96/250
## 152/152 - 0s - loss: 1.2301e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9361e-04 - val_mean_absolute_error: 0.0102 - 241ms/epoch - 2ms/step
## Epoch 97/250
## 152/152 - 0s - loss: 1.3042e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0284e-04 - val_mean_absolute_error: 0.0100 - 242ms/epoch - 2ms/step
## Epoch 98/250
## 152/152 - 0s - loss: 1.2363e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0339e-04 - val_mean_absolute_error: 0.0107 - 235ms/epoch - 2ms/step
## Epoch 99/250
## 152/152 - 0s - loss: 1.2326e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8910e-04 - val_mean_absolute_error: 0.0100 - 240ms/epoch - 2ms/step
## Epoch 100/250
## 152/152 - 0s - loss: 1.2003e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1738e-04 - val_mean_absolute_error: 0.0101 - 329ms/epoch - 2ms/step
## Epoch 101/250
## 152/152 - 0s - loss: 1.2310e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1406e-04 - val_mean_absolute_error: 0.0103 - 255ms/epoch - 2ms/step
## Epoch 102/250
## 152/152 - 0s - loss: 1.2798e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8950e-04 - val_mean_absolute_error: 0.0100 - 241ms/epoch - 2ms/step
## Epoch 103/250
## 152/152 - 0s - loss: 1.2421e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4043e-04 - val_mean_absolute_error: 0.0101 - 285ms/epoch - 2ms/step
## Epoch 104/250
## 152/152 - 0s - loss: 1.1568e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0690e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 105/250
## 152/152 - 0s - loss: 1.1933e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2803e-04 - val_mean_absolute_error: 0.0104 - 234ms/epoch - 2ms/step
## Epoch 106/250
## 152/152 - 0s - loss: 1.1820e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1975e-04 - val_mean_absolute_error: 0.0105 - 236ms/epoch - 2ms/step
## Epoch 107/250
## 152/152 - 0s - loss: 1.1823e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4720e-04 - val_mean_absolute_error: 0.0104 - 248ms/epoch - 2ms/step
## Epoch 108/250
## 152/152 - 0s - loss: 1.2221e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7662e-04 - val_mean_absolute_error: 0.0107 - 245ms/epoch - 2ms/step
## Epoch 109/250
## 152/152 - 0s - loss: 1.2332e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0227e-04 - val_mean_absolute_error: 0.0102 - 250ms/epoch - 2ms/step
## Epoch 110/250
## 152/152 - 0s - loss: 1.1914e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5156e-04 - val_mean_absolute_error: 0.0102 - 243ms/epoch - 2ms/step
## Epoch 111/250
## 152/152 - 0s - loss: 1.1692e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2144e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 112/250
## 152/152 - 0s - loss: 1.1118e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3814e-04 - val_mean_absolute_error: 0.0107 - 244ms/epoch - 2ms/step
## Epoch 113/250
## 152/152 - 0s - loss: 1.1866e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3099e-04 - val_mean_absolute_error: 0.0103 - 237ms/epoch - 2ms/step
## Epoch 114/250
## 152/152 - 0s - loss: 1.1106e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3637e-04 - val_mean_absolute_error: 0.0103 - 246ms/epoch - 2ms/step
## Epoch 115/250
## 152/152 - 0s - loss: 1.1394e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3169e-04 - val_mean_absolute_error: 0.0107 - 236ms/epoch - 2ms/step
## Epoch 116/250
## 152/152 - 0s - loss: 1.0993e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1392e-04 - val_mean_absolute_error: 0.0103 - 249ms/epoch - 2ms/step
## Epoch 117/250
## 152/152 - 0s - loss: 1.1500e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2239e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 118/250
## 152/152 - 0s - loss: 1.0959e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2932e-04 - val_mean_absolute_error: 0.0101 - 259ms/epoch - 2ms/step
## Epoch 119/250
## 152/152 - 0s - loss: 1.1006e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3140e-04 - val_mean_absolute_error: 0.0105 - 245ms/epoch - 2ms/step
## Epoch 120/250
## 152/152 - 0s - loss: 1.1116e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6291e-04 - val_mean_absolute_error: 0.0118 - 245ms/epoch - 2ms/step
## Epoch 121/250
## 152/152 - 0s - loss: 1.1431e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3684e-04 - val_mean_absolute_error: 0.0104 - 237ms/epoch - 2ms/step
## Epoch 122/250
## 152/152 - 0s - loss: 1.0997e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1837e-04 - val_mean_absolute_error: 0.0101 - 243ms/epoch - 2ms/step
## Epoch 123/250
## 152/152 - 0s - loss: 1.1374e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2148e-04 - val_mean_absolute_error: 0.0104 - 252ms/epoch - 2ms/step
## Epoch 124/250
## 152/152 - 0s - loss: 1.1908e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3483e-04 - val_mean_absolute_error: 0.0101 - 254ms/epoch - 2ms/step
## Epoch 125/250
## 152/152 - 0s - loss: 1.2197e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1555e-04 - val_mean_absolute_error: 0.0105 - 242ms/epoch - 2ms/step
## Epoch 126/250
## 152/152 - 0s - loss: 1.1387e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1386e-04 - val_mean_absolute_error: 0.0101 - 236ms/epoch - 2ms/step
## Epoch 127/250
## 152/152 - 0s - loss: 1.1006e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2719e-04 - val_mean_absolute_error: 0.0104 - 250ms/epoch - 2ms/step
## Epoch 128/250
## 152/152 - 0s - loss: 1.0866e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4321e-04 - val_mean_absolute_error: 0.0103 - 244ms/epoch - 2ms/step
## Epoch 129/250
## 152/152 - 0s - loss: 1.0547e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4496e-04 - val_mean_absolute_error: 0.0105 - 251ms/epoch - 2ms/step
## Epoch 130/250
## 152/152 - 0s - loss: 1.0962e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2169e-04 - val_mean_absolute_error: 0.0105 - 248ms/epoch - 2ms/step
## Epoch 131/250
## 152/152 - 0s - loss: 1.2212e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3925e-04 - val_mean_absolute_error: 0.0104 - 249ms/epoch - 2ms/step
## Epoch 132/250
## 152/152 - 0s - loss: 1.2080e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2866e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 133/250
## 152/152 - 0s - loss: 1.0826e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4645e-04 - val_mean_absolute_error: 0.0103 - 245ms/epoch - 2ms/step
## Epoch 134/250
## 152/152 - 0s - loss: 1.0365e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6089e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 135/250
## 152/152 - 0s - loss: 1.0909e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1343e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 136/250
## 152/152 - 0s - loss: 1.1234e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0260e-04 - val_mean_absolute_error: 0.0102 - 247ms/epoch - 2ms/step
## Epoch 137/250
## 152/152 - 0s - loss: 1.1077e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8721e-04 - val_mean_absolute_error: 0.0115 - 238ms/epoch - 2ms/step
## Epoch 138/250
## 152/152 - 0s - loss: 1.1039e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1358e-04 - val_mean_absolute_error: 0.0102 - 234ms/epoch - 2ms/step
## Epoch 139/250
## 152/152 - 0s - loss: 1.0375e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2210e-04 - val_mean_absolute_error: 0.0106 - 248ms/epoch - 2ms/step
## Epoch 140/250
## 152/152 - 0s - loss: 1.1002e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1477e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 141/250
## 152/152 - 0s - loss: 1.0973e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2954e-04 - val_mean_absolute_error: 0.0105 - 238ms/epoch - 2ms/step
## Epoch 142/250
## 152/152 - 0s - loss: 1.0229e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2998e-04 - val_mean_absolute_error: 0.0104 - 241ms/epoch - 2ms/step
## Epoch 143/250
## 152/152 - 0s - loss: 1.0599e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5093e-04 - val_mean_absolute_error: 0.0104 - 242ms/epoch - 2ms/step
## Epoch 144/250
## 152/152 - 0s - loss: 1.0023e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4348e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 145/250
## 152/152 - 0s - loss: 1.0626e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2366e-04 - val_mean_absolute_error: 0.0104 - 237ms/epoch - 2ms/step
## Epoch 146/250
## 152/152 - 0s - loss: 1.0751e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2908e-04 - val_mean_absolute_error: 0.0102 - 241ms/epoch - 2ms/step
## Epoch 147/250
## 152/152 - 0s - loss: 1.1033e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3861e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 148/250
## 152/152 - 0s - loss: 1.1212e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5480e-04 - val_mean_absolute_error: 0.0107 - 242ms/epoch - 2ms/step
## Epoch 149/250
## 152/152 - 0s - loss: 1.0420e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4248e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 150/250
## 152/152 - 0s - loss: 1.0318e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1617e-04 - val_mean_absolute_error: 0.0102 - 249ms/epoch - 2ms/step
## Epoch 151/250
## 152/152 - 0s - loss: 1.0681e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3987e-04 - val_mean_absolute_error: 0.0102 - 245ms/epoch - 2ms/step
## Epoch 152/250
## 152/152 - 0s - loss: 1.0567e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4615e-04 - val_mean_absolute_error: 0.0102 - 241ms/epoch - 2ms/step
## Epoch 153/250
## 152/152 - 0s - loss: 1.0672e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3902e-04 - val_mean_absolute_error: 0.0101 - 247ms/epoch - 2ms/step
## Epoch 154/250
## 152/152 - 0s - loss: 1.0730e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4110e-04 - val_mean_absolute_error: 0.0107 - 249ms/epoch - 2ms/step
## Epoch 155/250
## 152/152 - 0s - loss: 1.0787e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2689e-04 - val_mean_absolute_error: 0.0105 - 258ms/epoch - 2ms/step
## Epoch 156/250
## 152/152 - 0s - loss: 1.0154e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3726e-04 - val_mean_absolute_error: 0.0104 - 255ms/epoch - 2ms/step
## Epoch 157/250
## 152/152 - 0s - loss: 1.0183e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7519e-04 - val_mean_absolute_error: 0.0106 - 243ms/epoch - 2ms/step
## Epoch 158/250
## 152/152 - 0s - loss: 1.0439e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2935e-04 - val_mean_absolute_error: 0.0104 - 240ms/epoch - 2ms/step
## Epoch 159/250
## 152/152 - 0s - loss: 1.0293e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1682e-04 - val_mean_absolute_error: 0.0100 - 247ms/epoch - 2ms/step
## Epoch 160/250
## 152/152 - 0s - loss: 1.1584e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1729e-04 - val_mean_absolute_error: 0.0103 - 247ms/epoch - 2ms/step
## Epoch 161/250
## 152/152 - 0s - loss: 1.0722e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3575e-04 - val_mean_absolute_error: 0.0102 - 245ms/epoch - 2ms/step
## Epoch 162/250
## 152/152 - 0s - loss: 1.0566e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3594e-04 - val_mean_absolute_error: 0.0103 - 245ms/epoch - 2ms/step
## Epoch 163/250
## 152/152 - 0s - loss: 1.0463e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5563e-04 - val_mean_absolute_error: 0.0104 - 256ms/epoch - 2ms/step
## Epoch 164/250
## 152/152 - 0s - loss: 9.5583e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3120e-04 - val_mean_absolute_error: 0.0101 - 253ms/epoch - 2ms/step
## Epoch 165/250
## 152/152 - 0s - loss: 1.0305e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7358e-04 - val_mean_absolute_error: 0.0119 - 253ms/epoch - 2ms/step
## Epoch 166/250
## 152/152 - 0s - loss: 1.0148e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0879e-04 - val_mean_absolute_error: 0.0105 - 251ms/epoch - 2ms/step
## Epoch 167/250
## 152/152 - 0s - loss: 1.0395e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4502e-04 - val_mean_absolute_error: 0.0104 - 256ms/epoch - 2ms/step
## Epoch 168/250
## 152/152 - 0s - loss: 9.7192e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2855e-04 - val_mean_absolute_error: 0.0104 - 257ms/epoch - 2ms/step
## Epoch 169/250
## 152/152 - 0s - loss: 9.8753e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4681e-04 - val_mean_absolute_error: 0.0105 - 246ms/epoch - 2ms/step
## Epoch 170/250
## 152/152 - 0s - loss: 1.0373e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4139e-04 - val_mean_absolute_error: 0.0108 - 252ms/epoch - 2ms/step
## Epoch 171/250
## 152/152 - 0s - loss: 1.0284e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1854e-04 - val_mean_absolute_error: 0.0103 - 256ms/epoch - 2ms/step
## Epoch 172/250
## 152/152 - 0s - loss: 1.0073e-04 - mean_absolute_error: 0.0070 - val_loss: 4.4770e-04 - val_mean_absolute_error: 0.0106 - 247ms/epoch - 2ms/step
## Epoch 173/250
## 152/152 - 0s - loss: 9.7632e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2643e-04 - val_mean_absolute_error: 0.0103 - 246ms/epoch - 2ms/step
## Epoch 174/250
## 152/152 - 0s - loss: 9.3968e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6795e-04 - val_mean_absolute_error: 0.0107 - 252ms/epoch - 2ms/step
## Epoch 175/250
## 152/152 - 0s - loss: 1.0416e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3567e-04 - val_mean_absolute_error: 0.0105 - 247ms/epoch - 2ms/step
## Epoch 176/250
## 152/152 - 0s - loss: 9.9178e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1866e-04 - val_mean_absolute_error: 0.0104 - 246ms/epoch - 2ms/step
## Epoch 177/250
## 152/152 - 0s - loss: 1.0208e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4423e-04 - val_mean_absolute_error: 0.0103 - 242ms/epoch - 2ms/step
## Epoch 178/250
## 152/152 - 0s - loss: 9.8992e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3656e-04 - val_mean_absolute_error: 0.0103 - 244ms/epoch - 2ms/step
## Epoch 179/250
## 152/152 - 0s - loss: 1.0221e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3745e-04 - val_mean_absolute_error: 0.0103 - 241ms/epoch - 2ms/step
## Epoch 180/250
## 152/152 - 0s - loss: 9.2961e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0725e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 181/250
## 152/152 - 0s - loss: 9.4944e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4844e-04 - val_mean_absolute_error: 0.0107 - 239ms/epoch - 2ms/step
## Epoch 182/250
## 152/152 - 0s - loss: 1.0441e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4348e-04 - val_mean_absolute_error: 0.0106 - 243ms/epoch - 2ms/step
## Epoch 183/250
## 152/152 - 0s - loss: 9.8501e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5065e-04 - val_mean_absolute_error: 0.0105 - 242ms/epoch - 2ms/step
## Epoch 184/250
## 152/152 - 0s - loss: 9.2931e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4688e-04 - val_mean_absolute_error: 0.0104 - 241ms/epoch - 2ms/step
## Epoch 185/250
## 152/152 - 0s - loss: 9.2032e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4037e-04 - val_mean_absolute_error: 0.0105 - 251ms/epoch - 2ms/step
## Epoch 186/250
## 152/152 - 0s - loss: 9.7734e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4360e-04 - val_mean_absolute_error: 0.0105 - 243ms/epoch - 2ms/step
## Epoch 187/250
## 152/152 - 0s - loss: 1.0478e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2265e-04 - val_mean_absolute_error: 0.0101 - 246ms/epoch - 2ms/step
## Epoch 188/250
## 152/152 - 0s - loss: 1.0034e-04 - mean_absolute_error: 0.0070 - val_loss: 4.4284e-04 - val_mean_absolute_error: 0.0105 - 253ms/epoch - 2ms/step
## Epoch 189/250
## 152/152 - 0s - loss: 9.6337e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4290e-04 - val_mean_absolute_error: 0.0104 - 248ms/epoch - 2ms/step
## Epoch 190/250
## 152/152 - 0s - loss: 9.8115e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2670e-04 - val_mean_absolute_error: 0.0103 - 244ms/epoch - 2ms/step
## Epoch 191/250
## 152/152 - 0s - loss: 9.2091e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3743e-04 - val_mean_absolute_error: 0.0108 - 253ms/epoch - 2ms/step
## Epoch 192/250
## 152/152 - 0s - loss: 9.4279e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2911e-04 - val_mean_absolute_error: 0.0104 - 245ms/epoch - 2ms/step
## Epoch 193/250
## 152/152 - 0s - loss: 9.8806e-05 - mean_absolute_error: 0.0071 - val_loss: 4.8530e-04 - val_mean_absolute_error: 0.0108 - 248ms/epoch - 2ms/step
## Epoch 194/250
## 152/152 - 0s - loss: 9.4429e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5835e-04 - val_mean_absolute_error: 0.0112 - 252ms/epoch - 2ms/step
## Epoch 195/250
## 152/152 - 0s - loss: 9.5018e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2151e-04 - val_mean_absolute_error: 0.0106 - 244ms/epoch - 2ms/step
## Epoch 196/250
## 152/152 - 0s - loss: 9.9639e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4802e-04 - val_mean_absolute_error: 0.0105 - 244ms/epoch - 2ms/step
## Epoch 197/250
## 152/152 - 0s - loss: 9.9350e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4474e-04 - val_mean_absolute_error: 0.0103 - 244ms/epoch - 2ms/step
## Epoch 198/250
## 152/152 - 0s - loss: 9.8322e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3584e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 199/250
## 152/152 - 0s - loss: 1.0052e-04 - mean_absolute_error: 0.0070 - val_loss: 4.5806e-04 - val_mean_absolute_error: 0.0110 - 244ms/epoch - 2ms/step
## Epoch 200/250
## 152/152 - 0s - loss: 9.9994e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3882e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 201/250
## 152/152 - 0s - loss: 9.5008e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4587e-04 - val_mean_absolute_error: 0.0110 - 242ms/epoch - 2ms/step
## Epoch 202/250
## 152/152 - 0s - loss: 9.3037e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4097e-04 - val_mean_absolute_error: 0.0107 - 251ms/epoch - 2ms/step
## Epoch 203/250
## 152/152 - 0s - loss: 9.1879e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3001e-04 - val_mean_absolute_error: 0.0109 - 243ms/epoch - 2ms/step
## Epoch 204/250
## 152/152 - 0s - loss: 9.4558e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5151e-04 - val_mean_absolute_error: 0.0103 - 243ms/epoch - 2ms/step
## Epoch 205/250
## 152/152 - 0s - loss: 9.2114e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5489e-04 - val_mean_absolute_error: 0.0105 - 245ms/epoch - 2ms/step
## Epoch 206/250
## 152/152 - 0s - loss: 9.4632e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6536e-04 - val_mean_absolute_error: 0.0107 - 237ms/epoch - 2ms/step
## Epoch 207/250
## 152/152 - 0s - loss: 9.8035e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4987e-04 - val_mean_absolute_error: 0.0102 - 242ms/epoch - 2ms/step
## Epoch 208/250
## 152/152 - 0s - loss: 9.6210e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6288e-04 - val_mean_absolute_error: 0.0108 - 242ms/epoch - 2ms/step
## Epoch 209/250
## 152/152 - 0s - loss: 1.0532e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5867e-04 - val_mean_absolute_error: 0.0106 - 239ms/epoch - 2ms/step
## Epoch 210/250
## 152/152 - 0s - loss: 9.2892e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3357e-04 - val_mean_absolute_error: 0.0103 - 233ms/epoch - 2ms/step
## Epoch 211/250
## 152/152 - 0s - loss: 9.2120e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5148e-04 - val_mean_absolute_error: 0.0106 - 257ms/epoch - 2ms/step
## Epoch 212/250
## 152/152 - 0s - loss: 8.8518e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4326e-04 - val_mean_absolute_error: 0.0104 - 242ms/epoch - 2ms/step
## Epoch 213/250
## 152/152 - 0s - loss: 9.0198e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6370e-04 - val_mean_absolute_error: 0.0103 - 244ms/epoch - 2ms/step
## Epoch 214/250
## 152/152 - 0s - loss: 9.2820e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3939e-04 - val_mean_absolute_error: 0.0105 - 245ms/epoch - 2ms/step
## Epoch 215/250
## 152/152 - 0s - loss: 9.3278e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6047e-04 - val_mean_absolute_error: 0.0111 - 238ms/epoch - 2ms/step
## Epoch 216/250
## 152/152 - 0s - loss: 9.1612e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3799e-04 - val_mean_absolute_error: 0.0110 - 260ms/epoch - 2ms/step
## Epoch 217/250
## 152/152 - 0s - loss: 9.4848e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0924e-04 - val_mean_absolute_error: 0.0101 - 238ms/epoch - 2ms/step
## Epoch 218/250
## 152/152 - 0s - loss: 8.9597e-05 - mean_absolute_error: 0.0067 - val_loss: 4.3702e-04 - val_mean_absolute_error: 0.0103 - 240ms/epoch - 2ms/step
## Epoch 219/250
## 152/152 - 0s - loss: 9.8874e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3259e-04 - val_mean_absolute_error: 0.0101 - 253ms/epoch - 2ms/step
## Epoch 220/250
## 152/152 - 0s - loss: 9.1046e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3853e-04 - val_mean_absolute_error: 0.0102 - 245ms/epoch - 2ms/step
## Epoch 221/250
## 152/152 - 0s - loss: 9.1295e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5478e-04 - val_mean_absolute_error: 0.0103 - 242ms/epoch - 2ms/step
## Epoch 222/250
## 152/152 - 0s - loss: 9.8442e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6274e-04 - val_mean_absolute_error: 0.0106 - 239ms/epoch - 2ms/step
## Epoch 223/250
## 152/152 - 0s - loss: 9.1730e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8978e-04 - val_mean_absolute_error: 0.0106 - 242ms/epoch - 2ms/step
## Epoch 224/250
## 152/152 - 0s - loss: 8.8660e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3644e-04 - val_mean_absolute_error: 0.0105 - 241ms/epoch - 2ms/step
## Epoch 225/250
## 152/152 - 0s - loss: 9.5774e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5541e-04 - val_mean_absolute_error: 0.0105 - 241ms/epoch - 2ms/step
## Epoch 226/250
## 152/152 - 0s - loss: 9.4225e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3523e-04 - val_mean_absolute_error: 0.0102 - 240ms/epoch - 2ms/step
## Epoch 227/250
## 152/152 - 0s - loss: 9.5636e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7508e-04 - val_mean_absolute_error: 0.0112 - 242ms/epoch - 2ms/step
## Epoch 228/250
## 152/152 - 0s - loss: 9.0510e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8843e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 229/250
## 152/152 - 0s - loss: 9.0089e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7455e-04 - val_mean_absolute_error: 0.0112 - 251ms/epoch - 2ms/step
## Epoch 230/250
## 152/152 - 0s - loss: 9.3015e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4802e-04 - val_mean_absolute_error: 0.0104 - 254ms/epoch - 2ms/step
## Epoch 231/250
## 152/152 - 0s - loss: 8.9485e-05 - mean_absolute_error: 0.0067 - val_loss: 4.5112e-04 - val_mean_absolute_error: 0.0105 - 246ms/epoch - 2ms/step
## Epoch 232/250
## 152/152 - 0s - loss: 8.7905e-05 - mean_absolute_error: 0.0067 - val_loss: 4.3286e-04 - val_mean_absolute_error: 0.0107 - 252ms/epoch - 2ms/step
## Epoch 233/250
## 152/152 - 0s - loss: 9.5124e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5855e-04 - val_mean_absolute_error: 0.0108 - 260ms/epoch - 2ms/step
## Epoch 234/250
## 152/152 - 0s - loss: 9.3579e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2427e-04 - val_mean_absolute_error: 0.0101 - 243ms/epoch - 2ms/step
## Epoch 235/250
## 152/152 - 0s - loss: 9.0500e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3730e-04 - val_mean_absolute_error: 0.0104 - 248ms/epoch - 2ms/step
## Epoch 236/250
## 152/152 - 0s - loss: 1.0028e-04 - mean_absolute_error: 0.0069 - val_loss: 4.7830e-04 - val_mean_absolute_error: 0.0102 - 252ms/epoch - 2ms/step
## Epoch 237/250
## 152/152 - 0s - loss: 9.8635e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4243e-04 - val_mean_absolute_error: 0.0106 - 252ms/epoch - 2ms/step
## Epoch 238/250
## 152/152 - 0s - loss: 9.1132e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5217e-04 - val_mean_absolute_error: 0.0104 - 248ms/epoch - 2ms/step
## Epoch 239/250
## 152/152 - 0s - loss: 8.7771e-05 - mean_absolute_error: 0.0067 - val_loss: 4.7557e-04 - val_mean_absolute_error: 0.0110 - 254ms/epoch - 2ms/step
## Epoch 240/250
## 152/152 - 0s - loss: 9.1294e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4511e-04 - val_mean_absolute_error: 0.0106 - 253ms/epoch - 2ms/step
## Epoch 241/250
## 152/152 - 0s - loss: 9.3566e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8689e-04 - val_mean_absolute_error: 0.0113 - 234ms/epoch - 2ms/step
## Epoch 242/250
## 152/152 - 0s - loss: 8.5558e-05 - mean_absolute_error: 0.0066 - val_loss: 4.7136e-04 - val_mean_absolute_error: 0.0105 - 245ms/epoch - 2ms/step
## Epoch 243/250
## 152/152 - 0s - loss: 9.2294e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3641e-04 - val_mean_absolute_error: 0.0105 - 235ms/epoch - 2ms/step
## Epoch 244/250
## 152/152 - 0s - loss: 8.9406e-05 - mean_absolute_error: 0.0067 - val_loss: 4.6996e-04 - val_mean_absolute_error: 0.0105 - 243ms/epoch - 2ms/step
## Epoch 245/250
## 152/152 - 0s - loss: 8.5069e-05 - mean_absolute_error: 0.0066 - val_loss: 4.4839e-04 - val_mean_absolute_error: 0.0105 - 240ms/epoch - 2ms/step
## Epoch 246/250
## 152/152 - 0s - loss: 8.9523e-05 - mean_absolute_error: 0.0067 - val_loss: 4.4324e-04 - val_mean_absolute_error: 0.0104 - 253ms/epoch - 2ms/step
## Epoch 247/250
## 152/152 - 0s - loss: 9.0020e-05 - mean_absolute_error: 0.0067 - val_loss: 4.6641e-04 - val_mean_absolute_error: 0.0106 - 244ms/epoch - 2ms/step
## Epoch 248/250
## 152/152 - 0s - loss: 8.7041e-05 - mean_absolute_error: 0.0067 - val_loss: 4.6286e-04 - val_mean_absolute_error: 0.0109 - 257ms/epoch - 2ms/step
## Epoch 249/250
## 152/152 - 0s - loss: 8.5534e-05 - mean_absolute_error: 0.0066 - val_loss: 4.7741e-04 - val_mean_absolute_error: 0.0106 - 253ms/epoch - 2ms/step
## Epoch 250/250
## 152/152 - 0s - loss: 8.8691e-05 - mean_absolute_error: 0.0067 - val_loss: 4.6035e-04 - val_mean_absolute_error: 0.0106 - 257ms/epoch - 2ms/step
## Epoch 1/50
## 135/135 - 1s - loss: 0.0013 - mean_absolute_error: 0.0231 - val_loss: 8.6515e-04 - val_mean_absolute_error: 0.0163 - 911ms/epoch - 7ms/step
## Epoch 2/50
## 135/135 - 0s - loss: 6.4832e-04 - mean_absolute_error: 0.0167 - val_loss: 6.8900e-04 - val_mean_absolute_error: 0.0148 - 237ms/epoch - 2ms/step
## Epoch 3/50
## 135/135 - 0s - loss: 5.4071e-04 - mean_absolute_error: 0.0150 - val_loss: 5.2887e-04 - val_mean_absolute_error: 0.0129 - 234ms/epoch - 2ms/step
## Epoch 4/50
## 135/135 - 0s - loss: 4.7586e-04 - mean_absolute_error: 0.0141 - val_loss: 5.0295e-04 - val_mean_absolute_error: 0.0120 - 220ms/epoch - 2ms/step
## Epoch 5/50
## 135/135 - 0s - loss: 4.3285e-04 - mean_absolute_error: 0.0134 - val_loss: 6.4008e-04 - val_mean_absolute_error: 0.0143 - 232ms/epoch - 2ms/step
## Epoch 6/50
## 135/135 - 0s - loss: 4.2418e-04 - mean_absolute_error: 0.0132 - val_loss: 4.7641e-04 - val_mean_absolute_error: 0.0120 - 228ms/epoch - 2ms/step
## Epoch 7/50
## 135/135 - 0s - loss: 3.6654e-04 - mean_absolute_error: 0.0127 - val_loss: 5.8557e-04 - val_mean_absolute_error: 0.0129 - 230ms/epoch - 2ms/step
## Epoch 8/50
## 135/135 - 0s - loss: 3.5610e-04 - mean_absolute_error: 0.0122 - val_loss: 4.9317e-04 - val_mean_absolute_error: 0.0115 - 227ms/epoch - 2ms/step
## Epoch 9/50
## 135/135 - 0s - loss: 3.2380e-04 - mean_absolute_error: 0.0117 - val_loss: 4.8725e-04 - val_mean_absolute_error: 0.0113 - 230ms/epoch - 2ms/step
## Epoch 10/50
## 135/135 - 0s - loss: 3.2177e-04 - mean_absolute_error: 0.0117 - val_loss: 4.3046e-04 - val_mean_absolute_error: 0.0118 - 230ms/epoch - 2ms/step
## Epoch 11/50
## 135/135 - 0s - loss: 3.2516e-04 - mean_absolute_error: 0.0117 - val_loss: 4.2135e-04 - val_mean_absolute_error: 0.0109 - 239ms/epoch - 2ms/step
## Epoch 12/50
## 135/135 - 0s - loss: 3.1462e-04 - mean_absolute_error: 0.0114 - val_loss: 4.9186e-04 - val_mean_absolute_error: 0.0114 - 236ms/epoch - 2ms/step
## Epoch 13/50
## 135/135 - 0s - loss: 2.8867e-04 - mean_absolute_error: 0.0111 - val_loss: 4.0318e-04 - val_mean_absolute_error: 0.0105 - 233ms/epoch - 2ms/step
## Epoch 14/50
## 135/135 - 0s - loss: 2.8078e-04 - mean_absolute_error: 0.0110 - val_loss: 4.3381e-04 - val_mean_absolute_error: 0.0107 - 243ms/epoch - 2ms/step
## Epoch 15/50
## 135/135 - 0s - loss: 2.6774e-04 - mean_absolute_error: 0.0107 - val_loss: 4.9824e-04 - val_mean_absolute_error: 0.0121 - 240ms/epoch - 2ms/step
## Epoch 16/50
## 135/135 - 0s - loss: 2.5581e-04 - mean_absolute_error: 0.0105 - val_loss: 3.8854e-04 - val_mean_absolute_error: 0.0105 - 230ms/epoch - 2ms/step
## Epoch 17/50
## 135/135 - 0s - loss: 2.4567e-04 - mean_absolute_error: 0.0103 - val_loss: 4.1979e-04 - val_mean_absolute_error: 0.0104 - 235ms/epoch - 2ms/step
## Epoch 18/50
## 135/135 - 0s - loss: 2.4611e-04 - mean_absolute_error: 0.0104 - val_loss: 3.7208e-04 - val_mean_absolute_error: 0.0103 - 223ms/epoch - 2ms/step
## Epoch 19/50
## 135/135 - 0s - loss: 2.4717e-04 - mean_absolute_error: 0.0104 - val_loss: 4.3604e-04 - val_mean_absolute_error: 0.0123 - 220ms/epoch - 2ms/step
## Epoch 20/50
## 135/135 - 0s - loss: 2.3902e-04 - mean_absolute_error: 0.0102 - val_loss: 4.2946e-04 - val_mean_absolute_error: 0.0108 - 222ms/epoch - 2ms/step
## Epoch 21/50
## 135/135 - 0s - loss: 2.5115e-04 - mean_absolute_error: 0.0104 - val_loss: 5.1288e-04 - val_mean_absolute_error: 0.0149 - 219ms/epoch - 2ms/step
## Epoch 22/50
## 135/135 - 0s - loss: 2.4554e-04 - mean_absolute_error: 0.0104 - val_loss: 4.0781e-04 - val_mean_absolute_error: 0.0107 - 231ms/epoch - 2ms/step
## Epoch 23/50
## 135/135 - 0s - loss: 2.2350e-04 - mean_absolute_error: 0.0100 - val_loss: 4.4921e-04 - val_mean_absolute_error: 0.0108 - 239ms/epoch - 2ms/step
## Epoch 24/50
## 135/135 - 0s - loss: 2.1675e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0624e-04 - val_mean_absolute_error: 0.0104 - 241ms/epoch - 2ms/step
## Epoch 25/50
## 135/135 - 0s - loss: 2.2335e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0215e-04 - val_mean_absolute_error: 0.0104 - 241ms/epoch - 2ms/step
## Epoch 26/50
## 135/135 - 0s - loss: 2.1296e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7599e-04 - val_mean_absolute_error: 0.0108 - 250ms/epoch - 2ms/step
## Epoch 27/50
## 135/135 - 0s - loss: 2.0868e-04 - mean_absolute_error: 0.0097 - val_loss: 4.2471e-04 - val_mean_absolute_error: 0.0104 - 230ms/epoch - 2ms/step
## Epoch 28/50
## 135/135 - 0s - loss: 2.1205e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8011e-04 - val_mean_absolute_error: 0.0107 - 232ms/epoch - 2ms/step
## Epoch 29/50
## 135/135 - 0s - loss: 2.1183e-04 - mean_absolute_error: 0.0097 - val_loss: 3.5240e-04 - val_mean_absolute_error: 0.0101 - 231ms/epoch - 2ms/step
## Epoch 30/50
## 135/135 - 0s - loss: 2.1288e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0817e-04 - val_mean_absolute_error: 0.0103 - 233ms/epoch - 2ms/step
## Epoch 31/50
## 135/135 - 0s - loss: 1.9605e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9710e-04 - val_mean_absolute_error: 0.0114 - 236ms/epoch - 2ms/step
## Epoch 32/50
## 135/135 - 0s - loss: 1.9576e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8731e-04 - val_mean_absolute_error: 0.0104 - 235ms/epoch - 2ms/step
## Epoch 33/50
## 135/135 - 0s - loss: 1.9903e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7086e-04 - val_mean_absolute_error: 0.0104 - 235ms/epoch - 2ms/step
## Epoch 34/50
## 135/135 - 0s - loss: 2.0460e-04 - mean_absolute_error: 0.0097 - val_loss: 4.0361e-04 - val_mean_absolute_error: 0.0107 - 230ms/epoch - 2ms/step
## Epoch 35/50
## 135/135 - 0s - loss: 1.9581e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8202e-04 - val_mean_absolute_error: 0.0101 - 231ms/epoch - 2ms/step
## Epoch 36/50
## 135/135 - 0s - loss: 1.9190e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0268e-04 - val_mean_absolute_error: 0.0101 - 238ms/epoch - 2ms/step
## Epoch 37/50
## 135/135 - 0s - loss: 1.8074e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0896e-04 - val_mean_absolute_error: 0.0108 - 250ms/epoch - 2ms/step
## Epoch 38/50
## 135/135 - 0s - loss: 1.8211e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0115e-04 - val_mean_absolute_error: 0.0102 - 229ms/epoch - 2ms/step
## Epoch 39/50
## 135/135 - 0s - loss: 1.9415e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9205e-04 - val_mean_absolute_error: 0.0111 - 228ms/epoch - 2ms/step
## Epoch 40/50
## 135/135 - 0s - loss: 1.7849e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8244e-04 - val_mean_absolute_error: 0.0102 - 229ms/epoch - 2ms/step
## Epoch 41/50
## 135/135 - 0s - loss: 1.8832e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7634e-04 - val_mean_absolute_error: 0.0100 - 218ms/epoch - 2ms/step
## Epoch 42/50
## 135/135 - 0s - loss: 1.8336e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9050e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 43/50
## 135/135 - 0s - loss: 1.6974e-04 - mean_absolute_error: 0.0089 - val_loss: 4.3087e-04 - val_mean_absolute_error: 0.0120 - 229ms/epoch - 2ms/step
## Epoch 44/50
## 135/135 - 0s - loss: 1.8034e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2196e-04 - val_mean_absolute_error: 0.0115 - 227ms/epoch - 2ms/step
## Epoch 45/50
## 135/135 - 0s - loss: 1.7557e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8496e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 46/50
## 135/135 - 0s - loss: 1.6878e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2431e-04 - val_mean_absolute_error: 0.0115 - 221ms/epoch - 2ms/step
## Epoch 47/50
## 135/135 - 0s - loss: 1.6270e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8237e-04 - val_mean_absolute_error: 0.0105 - 241ms/epoch - 2ms/step
## Epoch 48/50
## 135/135 - 0s - loss: 1.7052e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7872e-04 - val_mean_absolute_error: 0.0108 - 229ms/epoch - 2ms/step
## Epoch 49/50
## 135/135 - 0s - loss: 1.7504e-04 - mean_absolute_error: 0.0091 - val_loss: 4.3896e-04 - val_mean_absolute_error: 0.0121 - 222ms/epoch - 2ms/step
## Epoch 50/50
## 135/135 - 0s - loss: 1.8152e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8312e-04 - val_mean_absolute_error: 0.0102 - 227ms/epoch - 2ms/step
## Epoch 1/100
## 135/135 - 1s - loss: 0.0028 - mean_absolute_error: 0.0337 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 1s/epoch - 8ms/step
## Epoch 2/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 230ms/epoch - 2ms/step
## Epoch 3/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 223ms/epoch - 2ms/step
## Epoch 4/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 217ms/epoch - 2ms/step
## Epoch 5/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 226ms/epoch - 2ms/step
## Epoch 6/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 226ms/epoch - 2ms/step
## Epoch 7/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 225ms/epoch - 2ms/step
## Epoch 8/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 238ms/epoch - 2ms/step
## Epoch 9/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 232ms/epoch - 2ms/step
## Epoch 10/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 238ms/epoch - 2ms/step
## Epoch 11/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 229ms/epoch - 2ms/step
## Epoch 12/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0295 - 222ms/epoch - 2ms/step
## Epoch 13/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 226ms/epoch - 2ms/step
## Epoch 14/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 225ms/epoch - 2ms/step
## Epoch 15/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 227ms/epoch - 2ms/step
## Epoch 16/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 224ms/epoch - 2ms/step
## Epoch 17/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 226ms/epoch - 2ms/step
## Epoch 18/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 227ms/epoch - 2ms/step
## Epoch 19/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 218ms/epoch - 2ms/step
## Epoch 20/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 231ms/epoch - 2ms/step
## Epoch 21/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 220ms/epoch - 2ms/step
## Epoch 22/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 227ms/epoch - 2ms/step
## Epoch 23/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 230ms/epoch - 2ms/step
## Epoch 24/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 237ms/epoch - 2ms/step
## Epoch 25/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 232ms/epoch - 2ms/step
## Epoch 26/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0323 - 231ms/epoch - 2ms/step
## Epoch 27/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 244ms/epoch - 2ms/step
## Epoch 28/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 227ms/epoch - 2ms/step
## Epoch 29/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 229ms/epoch - 2ms/step
## Epoch 30/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 225ms/epoch - 2ms/step
## Epoch 31/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 234ms/epoch - 2ms/step
## Epoch 32/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 226ms/epoch - 2ms/step
## Epoch 33/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 230ms/epoch - 2ms/step
## Epoch 34/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 239ms/epoch - 2ms/step
## Epoch 35/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 239ms/epoch - 2ms/step
## Epoch 36/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 252ms/epoch - 2ms/step
## Epoch 37/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 240ms/epoch - 2ms/step
## Epoch 38/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 236ms/epoch - 2ms/step
## Epoch 39/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 229ms/epoch - 2ms/step
## Epoch 40/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 227ms/epoch - 2ms/step
## Epoch 41/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 222ms/epoch - 2ms/step
## Epoch 42/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 231ms/epoch - 2ms/step
## Epoch 43/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 225ms/epoch - 2ms/step
## Epoch 44/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 235ms/epoch - 2ms/step
## Epoch 45/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 232ms/epoch - 2ms/step
## Epoch 46/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 233ms/epoch - 2ms/step
## Epoch 47/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 226ms/epoch - 2ms/step
## Epoch 48/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0296 - 240ms/epoch - 2ms/step
## Epoch 49/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 226ms/epoch - 2ms/step
## Epoch 50/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 230ms/epoch - 2ms/step
## Epoch 51/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 219ms/epoch - 2ms/step
## Epoch 52/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 235ms/epoch - 2ms/step
## Epoch 53/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 233ms/epoch - 2ms/step
## Epoch 54/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 231ms/epoch - 2ms/step
## Epoch 55/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 238ms/epoch - 2ms/step
## Epoch 56/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 232ms/epoch - 2ms/step
## Epoch 57/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 245ms/epoch - 2ms/step
## Epoch 58/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 239ms/epoch - 2ms/step
## Epoch 59/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 241ms/epoch - 2ms/step
## Epoch 60/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 237ms/epoch - 2ms/step
## Epoch 61/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 239ms/epoch - 2ms/step
## Epoch 62/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 221ms/epoch - 2ms/step
## Epoch 63/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 235ms/epoch - 2ms/step
## Epoch 64/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 243ms/epoch - 2ms/step
## Epoch 65/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 251ms/epoch - 2ms/step
## Epoch 66/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 244ms/epoch - 2ms/step
## Epoch 67/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 234ms/epoch - 2ms/step
## Epoch 68/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 223ms/epoch - 2ms/step
## Epoch 69/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 231ms/epoch - 2ms/step
## Epoch 70/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 237ms/epoch - 2ms/step
## Epoch 71/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 233ms/epoch - 2ms/step
## Epoch 72/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 224ms/epoch - 2ms/step
## Epoch 73/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 228ms/epoch - 2ms/step
## Epoch 74/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 236ms/epoch - 2ms/step
## Epoch 75/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 230ms/epoch - 2ms/step
## Epoch 76/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 228ms/epoch - 2ms/step
## Epoch 77/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 226ms/epoch - 2ms/step
## Epoch 78/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 229ms/epoch - 2ms/step
## Epoch 79/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 246ms/epoch - 2ms/step
## Epoch 80/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 237ms/epoch - 2ms/step
## Epoch 81/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 238ms/epoch - 2ms/step
## Epoch 82/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 237ms/epoch - 2ms/step
## Epoch 83/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 243ms/epoch - 2ms/step
## Epoch 84/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 230ms/epoch - 2ms/step
## Epoch 85/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 224ms/epoch - 2ms/step
## Epoch 86/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 235ms/epoch - 2ms/step
## Epoch 87/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 229ms/epoch - 2ms/step
## Epoch 88/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 240ms/epoch - 2ms/step
## Epoch 89/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 228ms/epoch - 2ms/step
## Epoch 90/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 236ms/epoch - 2ms/step
## Epoch 91/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 234ms/epoch - 2ms/step
## Epoch 92/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 229ms/epoch - 2ms/step
## Epoch 93/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 225ms/epoch - 2ms/step
## Epoch 94/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 233ms/epoch - 2ms/step
## Epoch 95/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 241ms/epoch - 2ms/step
## Epoch 96/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 220ms/epoch - 2ms/step
## Epoch 97/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0322 - 220ms/epoch - 2ms/step
## Epoch 98/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 220ms/epoch - 2ms/step
## Epoch 99/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 227ms/epoch - 2ms/step
## Epoch 100/100
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 315ms/epoch - 2ms/step
## Epoch 1/150
## 135/135 - 1s - loss: 0.0018 - mean_absolute_error: 0.0284 - val_loss: 9.3404e-04 - val_mean_absolute_error: 0.0181 - 883ms/epoch - 7ms/step
## Epoch 2/150
## 135/135 - 0s - loss: 7.7826e-04 - mean_absolute_error: 0.0183 - val_loss: 5.6615e-04 - val_mean_absolute_error: 0.0140 - 238ms/epoch - 2ms/step
## Epoch 3/150
## 135/135 - 0s - loss: 6.0393e-04 - mean_absolute_error: 0.0159 - val_loss: 5.8937e-04 - val_mean_absolute_error: 0.0133 - 224ms/epoch - 2ms/step
## Epoch 4/150
## 135/135 - 0s - loss: 5.2860e-04 - mean_absolute_error: 0.0148 - val_loss: 4.5428e-04 - val_mean_absolute_error: 0.0127 - 227ms/epoch - 2ms/step
## Epoch 5/150
## 135/135 - 0s - loss: 4.8776e-04 - mean_absolute_error: 0.0142 - val_loss: 4.4369e-04 - val_mean_absolute_error: 0.0132 - 241ms/epoch - 2ms/step
## Epoch 6/150
## 135/135 - 0s - loss: 4.4814e-04 - mean_absolute_error: 0.0136 - val_loss: 4.8406e-04 - val_mean_absolute_error: 0.0125 - 236ms/epoch - 2ms/step
## Epoch 7/150
## 135/135 - 0s - loss: 4.1008e-04 - mean_absolute_error: 0.0130 - val_loss: 5.0747e-04 - val_mean_absolute_error: 0.0117 - 236ms/epoch - 2ms/step
## Epoch 8/150
## 135/135 - 0s - loss: 3.8592e-04 - mean_absolute_error: 0.0127 - val_loss: 4.4744e-04 - val_mean_absolute_error: 0.0118 - 231ms/epoch - 2ms/step
## Epoch 9/150
## 135/135 - 0s - loss: 3.6019e-04 - mean_absolute_error: 0.0124 - val_loss: 4.2643e-04 - val_mean_absolute_error: 0.0110 - 234ms/epoch - 2ms/step
## Epoch 10/150
## 135/135 - 0s - loss: 3.4949e-04 - mean_absolute_error: 0.0120 - val_loss: 4.0988e-04 - val_mean_absolute_error: 0.0116 - 237ms/epoch - 2ms/step
## Epoch 11/150
## 135/135 - 0s - loss: 3.4240e-04 - mean_absolute_error: 0.0120 - val_loss: 3.9417e-04 - val_mean_absolute_error: 0.0108 - 239ms/epoch - 2ms/step
## Epoch 12/150
## 135/135 - 0s - loss: 3.2947e-04 - mean_absolute_error: 0.0117 - val_loss: 3.9052e-04 - val_mean_absolute_error: 0.0114 - 222ms/epoch - 2ms/step
## Epoch 13/150
## 135/135 - 0s - loss: 3.2000e-04 - mean_absolute_error: 0.0116 - val_loss: 4.3480e-04 - val_mean_absolute_error: 0.0120 - 223ms/epoch - 2ms/step
## Epoch 14/150
## 135/135 - 0s - loss: 3.1192e-04 - mean_absolute_error: 0.0115 - val_loss: 4.3004e-04 - val_mean_absolute_error: 0.0112 - 222ms/epoch - 2ms/step
## Epoch 15/150
## 135/135 - 0s - loss: 2.8586e-04 - mean_absolute_error: 0.0111 - val_loss: 4.3574e-04 - val_mean_absolute_error: 0.0112 - 241ms/epoch - 2ms/step
## Epoch 16/150
## 135/135 - 0s - loss: 2.7518e-04 - mean_absolute_error: 0.0110 - val_loss: 4.4897e-04 - val_mean_absolute_error: 0.0115 - 223ms/epoch - 2ms/step
## Epoch 17/150
## 135/135 - 0s - loss: 2.7495e-04 - mean_absolute_error: 0.0110 - val_loss: 3.6565e-04 - val_mean_absolute_error: 0.0105 - 232ms/epoch - 2ms/step
## Epoch 18/150
## 135/135 - 0s - loss: 2.7842e-04 - mean_absolute_error: 0.0110 - val_loss: 3.8503e-04 - val_mean_absolute_error: 0.0109 - 217ms/epoch - 2ms/step
## Epoch 19/150
## 135/135 - 0s - loss: 2.5182e-04 - mean_absolute_error: 0.0104 - val_loss: 3.5895e-04 - val_mean_absolute_error: 0.0107 - 227ms/epoch - 2ms/step
## Epoch 20/150
## 135/135 - 0s - loss: 2.5100e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9822e-04 - val_mean_absolute_error: 0.0113 - 229ms/epoch - 2ms/step
## Epoch 21/150
## 135/135 - 0s - loss: 2.5021e-04 - mean_absolute_error: 0.0105 - val_loss: 4.3717e-04 - val_mean_absolute_error: 0.0120 - 233ms/epoch - 2ms/step
## Epoch 22/150
## 135/135 - 0s - loss: 2.5526e-04 - mean_absolute_error: 0.0105 - val_loss: 4.0410e-04 - val_mean_absolute_error: 0.0124 - 234ms/epoch - 2ms/step
## Epoch 23/150
## 135/135 - 0s - loss: 2.4210e-04 - mean_absolute_error: 0.0103 - val_loss: 3.9868e-04 - val_mean_absolute_error: 0.0111 - 235ms/epoch - 2ms/step
## Epoch 24/150
## 135/135 - 0s - loss: 2.3572e-04 - mean_absolute_error: 0.0101 - val_loss: 4.5482e-04 - val_mean_absolute_error: 0.0116 - 230ms/epoch - 2ms/step
## Epoch 25/150
## 135/135 - 0s - loss: 2.2250e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8115e-04 - val_mean_absolute_error: 0.0104 - 219ms/epoch - 2ms/step
## Epoch 26/150
## 135/135 - 0s - loss: 2.5774e-04 - mean_absolute_error: 0.0107 - val_loss: 4.2314e-04 - val_mean_absolute_error: 0.0114 - 231ms/epoch - 2ms/step
## Epoch 27/150
## 135/135 - 0s - loss: 2.2550e-04 - mean_absolute_error: 0.0101 - val_loss: 4.2026e-04 - val_mean_absolute_error: 0.0122 - 232ms/epoch - 2ms/step
## Epoch 28/150
## 135/135 - 0s - loss: 2.1409e-04 - mean_absolute_error: 0.0098 - val_loss: 4.2263e-04 - val_mean_absolute_error: 0.0105 - 240ms/epoch - 2ms/step
## Epoch 29/150
## 135/135 - 0s - loss: 2.2010e-04 - mean_absolute_error: 0.0098 - val_loss: 4.2236e-04 - val_mean_absolute_error: 0.0121 - 220ms/epoch - 2ms/step
## Epoch 30/150
## 135/135 - 0s - loss: 2.0192e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5893e-04 - val_mean_absolute_error: 0.0105 - 222ms/epoch - 2ms/step
## Epoch 31/150
## 135/135 - 0s - loss: 2.1195e-04 - mean_absolute_error: 0.0098 - val_loss: 3.5266e-04 - val_mean_absolute_error: 0.0105 - 230ms/epoch - 2ms/step
## Epoch 32/150
## 135/135 - 0s - loss: 2.1145e-04 - mean_absolute_error: 0.0097 - val_loss: 4.6257e-04 - val_mean_absolute_error: 0.0137 - 241ms/epoch - 2ms/step
## Epoch 33/150
## 135/135 - 0s - loss: 2.0404e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8231e-04 - val_mean_absolute_error: 0.0111 - 229ms/epoch - 2ms/step
## Epoch 34/150
## 135/135 - 0s - loss: 1.9490e-04 - mean_absolute_error: 0.0094 - val_loss: 3.5518e-04 - val_mean_absolute_error: 0.0106 - 224ms/epoch - 2ms/step
## Epoch 35/150
## 135/135 - 0s - loss: 1.9699e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8508e-04 - val_mean_absolute_error: 0.0108 - 233ms/epoch - 2ms/step
## Epoch 36/150
## 135/135 - 0s - loss: 2.0179e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1484e-04 - val_mean_absolute_error: 0.0125 - 233ms/epoch - 2ms/step
## Epoch 37/150
## 135/135 - 0s - loss: 1.9149e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9844e-04 - val_mean_absolute_error: 0.0112 - 228ms/epoch - 2ms/step
## Epoch 38/150
## 135/135 - 0s - loss: 1.8468e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2587e-04 - val_mean_absolute_error: 0.0130 - 234ms/epoch - 2ms/step
## Epoch 39/150
## 135/135 - 0s - loss: 1.8929e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9727e-04 - val_mean_absolute_error: 0.0121 - 231ms/epoch - 2ms/step
## Epoch 40/150
## 135/135 - 0s - loss: 1.9247e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8865e-04 - val_mean_absolute_error: 0.0113 - 233ms/epoch - 2ms/step
## Epoch 41/150
## 135/135 - 0s - loss: 1.9829e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0955e-04 - val_mean_absolute_error: 0.0117 - 233ms/epoch - 2ms/step
## Epoch 42/150
## 135/135 - 0s - loss: 1.8471e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2501e-04 - val_mean_absolute_error: 0.0120 - 226ms/epoch - 2ms/step
## Epoch 43/150
## 135/135 - 0s - loss: 1.8089e-04 - mean_absolute_error: 0.0092 - val_loss: 4.1169e-04 - val_mean_absolute_error: 0.0119 - 275ms/epoch - 2ms/step
## Epoch 44/150
## 135/135 - 0s - loss: 1.8503e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5959e-04 - val_mean_absolute_error: 0.0141 - 226ms/epoch - 2ms/step
## Epoch 45/150
## 135/135 - 0s - loss: 1.8508e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3292e-04 - val_mean_absolute_error: 0.0116 - 228ms/epoch - 2ms/step
## Epoch 46/150
## 135/135 - 0s - loss: 1.8205e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0594e-04 - val_mean_absolute_error: 0.0120 - 221ms/epoch - 2ms/step
## Epoch 47/150
## 135/135 - 0s - loss: 1.8225e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2715e-04 - val_mean_absolute_error: 0.0123 - 223ms/epoch - 2ms/step
## Epoch 48/150
## 135/135 - 0s - loss: 1.7624e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0155e-04 - val_mean_absolute_error: 0.0127 - 229ms/epoch - 2ms/step
## Epoch 49/150
## 135/135 - 0s - loss: 1.7053e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0010e-04 - val_mean_absolute_error: 0.0119 - 222ms/epoch - 2ms/step
## Epoch 50/150
## 135/135 - 0s - loss: 1.7045e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9660e-04 - val_mean_absolute_error: 0.0116 - 228ms/epoch - 2ms/step
## Epoch 51/150
## 135/135 - 0s - loss: 1.8147e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2125e-04 - val_mean_absolute_error: 0.0108 - 232ms/epoch - 2ms/step
## Epoch 52/150
## 135/135 - 0s - loss: 1.7406e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0329e-04 - val_mean_absolute_error: 0.0114 - 235ms/epoch - 2ms/step
## Epoch 53/150
## 135/135 - 0s - loss: 1.6776e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9312e-04 - val_mean_absolute_error: 0.0110 - 237ms/epoch - 2ms/step
## Epoch 54/150
## 135/135 - 0s - loss: 1.7954e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1920e-04 - val_mean_absolute_error: 0.0122 - 239ms/epoch - 2ms/step
## Epoch 55/150
## 135/135 - 0s - loss: 1.6729e-04 - mean_absolute_error: 0.0088 - val_loss: 4.6711e-04 - val_mean_absolute_error: 0.0120 - 222ms/epoch - 2ms/step
## Epoch 56/150
## 135/135 - 0s - loss: 1.7565e-04 - mean_absolute_error: 0.0089 - val_loss: 4.7940e-04 - val_mean_absolute_error: 0.0134 - 236ms/epoch - 2ms/step
## Epoch 57/150
## 135/135 - 0s - loss: 1.5851e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0620e-04 - val_mean_absolute_error: 0.0115 - 237ms/epoch - 2ms/step
## Epoch 58/150
## 135/135 - 0s - loss: 1.5260e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9332e-04 - val_mean_absolute_error: 0.0112 - 231ms/epoch - 2ms/step
## Epoch 59/150
## 135/135 - 0s - loss: 1.5584e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0007e-04 - val_mean_absolute_error: 0.0116 - 227ms/epoch - 2ms/step
## Epoch 60/150
## 135/135 - 0s - loss: 1.6317e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3400e-04 - val_mean_absolute_error: 0.0124 - 242ms/epoch - 2ms/step
## Epoch 61/150
## 135/135 - 0s - loss: 1.5084e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0207e-04 - val_mean_absolute_error: 0.0122 - 241ms/epoch - 2ms/step
## Epoch 62/150
## 135/135 - 0s - loss: 1.5821e-04 - mean_absolute_error: 0.0086 - val_loss: 4.5722e-04 - val_mean_absolute_error: 0.0127 - 232ms/epoch - 2ms/step
## Epoch 63/150
## 135/135 - 0s - loss: 1.5092e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2002e-04 - val_mean_absolute_error: 0.0125 - 229ms/epoch - 2ms/step
## Epoch 64/150
## 135/135 - 0s - loss: 1.5585e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1893e-04 - val_mean_absolute_error: 0.0122 - 234ms/epoch - 2ms/step
## Epoch 65/150
## 135/135 - 0s - loss: 1.5131e-04 - mean_absolute_error: 0.0085 - val_loss: 5.2129e-04 - val_mean_absolute_error: 0.0148 - 236ms/epoch - 2ms/step
## Epoch 66/150
## 135/135 - 0s - loss: 1.5859e-04 - mean_absolute_error: 0.0088 - val_loss: 4.3858e-04 - val_mean_absolute_error: 0.0130 - 241ms/epoch - 2ms/step
## Epoch 67/150
## 135/135 - 0s - loss: 1.5281e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9708e-04 - val_mean_absolute_error: 0.0115 - 227ms/epoch - 2ms/step
## Epoch 68/150
## 135/135 - 0s - loss: 1.5153e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9839e-04 - val_mean_absolute_error: 0.0109 - 235ms/epoch - 2ms/step
## Epoch 69/150
## 135/135 - 0s - loss: 1.4548e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1032e-04 - val_mean_absolute_error: 0.0119 - 235ms/epoch - 2ms/step
## Epoch 70/150
## 135/135 - 0s - loss: 1.4992e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1692e-04 - val_mean_absolute_error: 0.0115 - 232ms/epoch - 2ms/step
## Epoch 71/150
## 135/135 - 0s - loss: 1.4444e-04 - mean_absolute_error: 0.0083 - val_loss: 4.8730e-04 - val_mean_absolute_error: 0.0134 - 238ms/epoch - 2ms/step
## Epoch 72/150
## 135/135 - 0s - loss: 1.5218e-04 - mean_absolute_error: 0.0084 - val_loss: 4.6015e-04 - val_mean_absolute_error: 0.0137 - 220ms/epoch - 2ms/step
## Epoch 73/150
## 135/135 - 0s - loss: 1.4692e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2479e-04 - val_mean_absolute_error: 0.0123 - 233ms/epoch - 2ms/step
## Epoch 74/150
## 135/135 - 0s - loss: 1.4295e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3826e-04 - val_mean_absolute_error: 0.0124 - 240ms/epoch - 2ms/step
## Epoch 75/150
## 135/135 - 0s - loss: 1.4157e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8490e-04 - val_mean_absolute_error: 0.0106 - 233ms/epoch - 2ms/step
## Epoch 76/150
## 135/135 - 0s - loss: 1.4028e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2388e-04 - val_mean_absolute_error: 0.0116 - 228ms/epoch - 2ms/step
## Epoch 77/150
## 135/135 - 0s - loss: 1.5001e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5397e-04 - val_mean_absolute_error: 0.0123 - 242ms/epoch - 2ms/step
## Epoch 78/150
## 135/135 - 0s - loss: 1.4696e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5806e-04 - val_mean_absolute_error: 0.0128 - 233ms/epoch - 2ms/step
## Epoch 79/150
## 135/135 - 0s - loss: 1.4752e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2119e-04 - val_mean_absolute_error: 0.0114 - 237ms/epoch - 2ms/step
## Epoch 80/150
## 135/135 - 0s - loss: 1.3559e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0058e-04 - val_mean_absolute_error: 0.0108 - 231ms/epoch - 2ms/step
## Epoch 81/150
## 135/135 - 0s - loss: 1.3205e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3308e-04 - val_mean_absolute_error: 0.0118 - 235ms/epoch - 2ms/step
## Epoch 82/150
## 135/135 - 0s - loss: 1.4314e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3923e-04 - val_mean_absolute_error: 0.0122 - 231ms/epoch - 2ms/step
## Epoch 83/150
## 135/135 - 0s - loss: 1.3875e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2669e-04 - val_mean_absolute_error: 0.0112 - 219ms/epoch - 2ms/step
## Epoch 84/150
## 135/135 - 0s - loss: 1.4605e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1697e-04 - val_mean_absolute_error: 0.0110 - 238ms/epoch - 2ms/step
## Epoch 85/150
## 135/135 - 0s - loss: 1.3344e-04 - mean_absolute_error: 0.0081 - val_loss: 4.6135e-04 - val_mean_absolute_error: 0.0139 - 230ms/epoch - 2ms/step
## Epoch 86/150
## 135/135 - 0s - loss: 1.4074e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2936e-04 - val_mean_absolute_error: 0.0117 - 233ms/epoch - 2ms/step
## Epoch 87/150
## 135/135 - 0s - loss: 1.4147e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3749e-04 - val_mean_absolute_error: 0.0110 - 232ms/epoch - 2ms/step
## Epoch 88/150
## 135/135 - 0s - loss: 1.2915e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3059e-04 - val_mean_absolute_error: 0.0127 - 224ms/epoch - 2ms/step
## Epoch 89/150
## 135/135 - 0s - loss: 1.3102e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3841e-04 - val_mean_absolute_error: 0.0126 - 234ms/epoch - 2ms/step
## Epoch 90/150
## 135/135 - 0s - loss: 1.3552e-04 - mean_absolute_error: 0.0082 - val_loss: 4.7184e-04 - val_mean_absolute_error: 0.0123 - 233ms/epoch - 2ms/step
## Epoch 91/150
## 135/135 - 0s - loss: 1.3206e-04 - mean_absolute_error: 0.0080 - val_loss: 4.9297e-04 - val_mean_absolute_error: 0.0134 - 239ms/epoch - 2ms/step
## Epoch 92/150
## 135/135 - 0s - loss: 1.3358e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8672e-04 - val_mean_absolute_error: 0.0112 - 241ms/epoch - 2ms/step
## Epoch 93/150
## 135/135 - 0s - loss: 1.2846e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3246e-04 - val_mean_absolute_error: 0.0125 - 237ms/epoch - 2ms/step
## Epoch 94/150
## 135/135 - 0s - loss: 1.2948e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3765e-04 - val_mean_absolute_error: 0.0114 - 238ms/epoch - 2ms/step
## Epoch 95/150
## 135/135 - 0s - loss: 1.2898e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2164e-04 - val_mean_absolute_error: 0.0122 - 236ms/epoch - 2ms/step
## Epoch 96/150
## 135/135 - 0s - loss: 1.2784e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2895e-04 - val_mean_absolute_error: 0.0120 - 233ms/epoch - 2ms/step
## Epoch 97/150
## 135/135 - 0s - loss: 1.3845e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3056e-04 - val_mean_absolute_error: 0.0112 - 225ms/epoch - 2ms/step
## Epoch 98/150
## 135/135 - 0s - loss: 1.3586e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1596e-04 - val_mean_absolute_error: 0.0117 - 231ms/epoch - 2ms/step
## Epoch 99/150
## 135/135 - 0s - loss: 1.3103e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0085e-04 - val_mean_absolute_error: 0.0115 - 233ms/epoch - 2ms/step
## Epoch 100/150
## 135/135 - 0s - loss: 1.2257e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1634e-04 - val_mean_absolute_error: 0.0114 - 229ms/epoch - 2ms/step
## Epoch 101/150
## 135/135 - 0s - loss: 1.2264e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5287e-04 - val_mean_absolute_error: 0.0127 - 232ms/epoch - 2ms/step
## Epoch 102/150
## 135/135 - 0s - loss: 1.2077e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3102e-04 - val_mean_absolute_error: 0.0114 - 221ms/epoch - 2ms/step
## Epoch 103/150
## 135/135 - 0s - loss: 1.2663e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5886e-04 - val_mean_absolute_error: 0.0124 - 244ms/epoch - 2ms/step
## Epoch 104/150
## 135/135 - 0s - loss: 1.2293e-04 - mean_absolute_error: 0.0078 - val_loss: 5.0332e-04 - val_mean_absolute_error: 0.0138 - 234ms/epoch - 2ms/step
## Epoch 105/150
## 135/135 - 0s - loss: 1.3090e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0921e-04 - val_mean_absolute_error: 0.0109 - 239ms/epoch - 2ms/step
## Epoch 106/150
## 135/135 - 0s - loss: 1.2524e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7982e-04 - val_mean_absolute_error: 0.0132 - 227ms/epoch - 2ms/step
## Epoch 107/150
## 135/135 - 0s - loss: 1.3739e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4390e-04 - val_mean_absolute_error: 0.0115 - 231ms/epoch - 2ms/step
## Epoch 108/150
## 135/135 - 0s - loss: 1.1968e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3488e-04 - val_mean_absolute_error: 0.0115 - 243ms/epoch - 2ms/step
## Epoch 109/150
## 135/135 - 0s - loss: 1.2797e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4977e-04 - val_mean_absolute_error: 0.0127 - 234ms/epoch - 2ms/step
## Epoch 110/150
## 135/135 - 0s - loss: 1.2933e-04 - mean_absolute_error: 0.0078 - val_loss: 5.1075e-04 - val_mean_absolute_error: 0.0144 - 233ms/epoch - 2ms/step
## Epoch 111/150
## 135/135 - 0s - loss: 1.1782e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7704e-04 - val_mean_absolute_error: 0.0141 - 239ms/epoch - 2ms/step
## Epoch 112/150
## 135/135 - 0s - loss: 1.1863e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3269e-04 - val_mean_absolute_error: 0.0119 - 230ms/epoch - 2ms/step
## Epoch 113/150
## 135/135 - 0s - loss: 1.2471e-04 - mean_absolute_error: 0.0078 - val_loss: 4.8967e-04 - val_mean_absolute_error: 0.0136 - 234ms/epoch - 2ms/step
## Epoch 114/150
## 135/135 - 0s - loss: 1.1946e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3646e-04 - val_mean_absolute_error: 0.0119 - 234ms/epoch - 2ms/step
## Epoch 115/150
## 135/135 - 0s - loss: 1.1809e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0673e-04 - val_mean_absolute_error: 0.0111 - 233ms/epoch - 2ms/step
## Epoch 116/150
## 135/135 - 0s - loss: 1.1564e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3755e-04 - val_mean_absolute_error: 0.0127 - 236ms/epoch - 2ms/step
## Epoch 117/150
## 135/135 - 0s - loss: 1.1285e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5354e-04 - val_mean_absolute_error: 0.0131 - 245ms/epoch - 2ms/step
## Epoch 118/150
## 135/135 - 0s - loss: 1.2037e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0867e-04 - val_mean_absolute_error: 0.0142 - 238ms/epoch - 2ms/step
## Epoch 119/150
## 135/135 - 0s - loss: 1.1624e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2562e-04 - val_mean_absolute_error: 0.0116 - 232ms/epoch - 2ms/step
## Epoch 120/150
## 135/135 - 0s - loss: 1.1919e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2544e-04 - val_mean_absolute_error: 0.0120 - 227ms/epoch - 2ms/step
## Epoch 121/150
## 135/135 - 0s - loss: 1.1483e-04 - mean_absolute_error: 0.0076 - val_loss: 4.7841e-04 - val_mean_absolute_error: 0.0136 - 233ms/epoch - 2ms/step
## Epoch 122/150
## 135/135 - 0s - loss: 1.2038e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5435e-04 - val_mean_absolute_error: 0.0127 - 231ms/epoch - 2ms/step
## Epoch 123/150
## 135/135 - 0s - loss: 1.1603e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5317e-04 - val_mean_absolute_error: 0.0118 - 222ms/epoch - 2ms/step
## Epoch 124/150
## 135/135 - 0s - loss: 1.2309e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2796e-04 - val_mean_absolute_error: 0.0116 - 229ms/epoch - 2ms/step
## Epoch 125/150
## 135/135 - 0s - loss: 1.1240e-04 - mean_absolute_error: 0.0075 - val_loss: 4.9406e-04 - val_mean_absolute_error: 0.0137 - 238ms/epoch - 2ms/step
## Epoch 126/150
## 135/135 - 0s - loss: 1.1639e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0042e-04 - val_mean_absolute_error: 0.0140 - 228ms/epoch - 2ms/step
## Epoch 127/150
## 135/135 - 0s - loss: 1.1509e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6339e-04 - val_mean_absolute_error: 0.0122 - 240ms/epoch - 2ms/step
## Epoch 128/150
## 135/135 - 0s - loss: 1.1722e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3261e-04 - val_mean_absolute_error: 0.0121 - 234ms/epoch - 2ms/step
## Epoch 129/150
## 135/135 - 0s - loss: 1.1615e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3184e-04 - val_mean_absolute_error: 0.0112 - 238ms/epoch - 2ms/step
## Epoch 130/150
## 135/135 - 0s - loss: 1.1824e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2882e-04 - val_mean_absolute_error: 0.0123 - 232ms/epoch - 2ms/step
## Epoch 131/150
## 135/135 - 0s - loss: 1.1387e-04 - mean_absolute_error: 0.0075 - val_loss: 4.8722e-04 - val_mean_absolute_error: 0.0128 - 230ms/epoch - 2ms/step
## Epoch 132/150
## 135/135 - 0s - loss: 1.1739e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4176e-04 - val_mean_absolute_error: 0.0122 - 232ms/epoch - 2ms/step
## Epoch 133/150
## 135/135 - 0s - loss: 1.1257e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4146e-04 - val_mean_absolute_error: 0.0123 - 243ms/epoch - 2ms/step
## Epoch 134/150
## 135/135 - 0s - loss: 1.1386e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5063e-04 - val_mean_absolute_error: 0.0128 - 240ms/epoch - 2ms/step
## Epoch 135/150
## 135/135 - 0s - loss: 1.1695e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6310e-04 - val_mean_absolute_error: 0.0130 - 239ms/epoch - 2ms/step
## Epoch 136/150
## 135/135 - 0s - loss: 1.1396e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6362e-04 - val_mean_absolute_error: 0.0128 - 224ms/epoch - 2ms/step
## Epoch 137/150
## 135/135 - 0s - loss: 1.1397e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5454e-04 - val_mean_absolute_error: 0.0113 - 231ms/epoch - 2ms/step
## Epoch 138/150
## 135/135 - 0s - loss: 1.1983e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3010e-04 - val_mean_absolute_error: 0.0115 - 229ms/epoch - 2ms/step
## Epoch 139/150
## 135/135 - 0s - loss: 1.1380e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6710e-04 - val_mean_absolute_error: 0.0135 - 232ms/epoch - 2ms/step
## Epoch 140/150
## 135/135 - 0s - loss: 1.1616e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0567e-04 - val_mean_absolute_error: 0.0112 - 226ms/epoch - 2ms/step
## Epoch 141/150
## 135/135 - 0s - loss: 1.1580e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0463e-04 - val_mean_absolute_error: 0.0136 - 231ms/epoch - 2ms/step
## Epoch 142/150
## 135/135 - 0s - loss: 1.1314e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3875e-04 - val_mean_absolute_error: 0.0118 - 239ms/epoch - 2ms/step
## Epoch 143/150
## 135/135 - 0s - loss: 1.2053e-04 - mean_absolute_error: 0.0075 - val_loss: 4.8720e-04 - val_mean_absolute_error: 0.0135 - 248ms/epoch - 2ms/step
## Epoch 144/150
## 135/135 - 0s - loss: 1.1252e-04 - mean_absolute_error: 0.0076 - val_loss: 4.7358e-04 - val_mean_absolute_error: 0.0125 - 235ms/epoch - 2ms/step
## Epoch 145/150
## 135/135 - 0s - loss: 1.1672e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3520e-04 - val_mean_absolute_error: 0.0116 - 230ms/epoch - 2ms/step
## Epoch 146/150
## 135/135 - 0s - loss: 1.0998e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6296e-04 - val_mean_absolute_error: 0.0124 - 233ms/epoch - 2ms/step
## Epoch 147/150
## 135/135 - 0s - loss: 1.0858e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5629e-04 - val_mean_absolute_error: 0.0124 - 230ms/epoch - 2ms/step
## Epoch 148/150
## 135/135 - 0s - loss: 1.0573e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6959e-04 - val_mean_absolute_error: 0.0130 - 226ms/epoch - 2ms/step
## Epoch 149/150
## 135/135 - 0s - loss: 1.0659e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2313e-04 - val_mean_absolute_error: 0.0111 - 219ms/epoch - 2ms/step
## Epoch 150/150
## 135/135 - 0s - loss: 1.1638e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6818e-04 - val_mean_absolute_error: 0.0131 - 221ms/epoch - 2ms/step
## Epoch 1/200
## 135/135 - 1s - loss: 0.0028 - mean_absolute_error: 0.0342 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 914ms/epoch - 7ms/step
## Epoch 2/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 247ms/epoch - 2ms/step
## Epoch 3/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 225ms/epoch - 2ms/step
## Epoch 4/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 229ms/epoch - 2ms/step
## Epoch 5/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 220ms/epoch - 2ms/step
## Epoch 6/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 234ms/epoch - 2ms/step
## Epoch 7/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 234ms/epoch - 2ms/step
## Epoch 8/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 237ms/epoch - 2ms/step
## Epoch 9/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 264ms/epoch - 2ms/step
## Epoch 10/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 231ms/epoch - 2ms/step
## Epoch 11/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 237ms/epoch - 2ms/step
## Epoch 12/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 233ms/epoch - 2ms/step
## Epoch 13/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 265ms/epoch - 2ms/step
## Epoch 14/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 231ms/epoch - 2ms/step
## Epoch 15/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 234ms/epoch - 2ms/step
## Epoch 16/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 236ms/epoch - 2ms/step
## Epoch 17/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 231ms/epoch - 2ms/step
## Epoch 18/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 226ms/epoch - 2ms/step
## Epoch 19/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 224ms/epoch - 2ms/step
## Epoch 20/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 222ms/epoch - 2ms/step
## Epoch 21/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 264ms/epoch - 2ms/step
## Epoch 22/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 241ms/epoch - 2ms/step
## Epoch 23/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 238ms/epoch - 2ms/step
## Epoch 24/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 223ms/epoch - 2ms/step
## Epoch 25/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 233ms/epoch - 2ms/step
## Epoch 26/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 234ms/epoch - 2ms/step
## Epoch 27/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 243ms/epoch - 2ms/step
## Epoch 28/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 229ms/epoch - 2ms/step
## Epoch 29/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 236ms/epoch - 2ms/step
## Epoch 30/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 229ms/epoch - 2ms/step
## Epoch 31/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 224ms/epoch - 2ms/step
## Epoch 32/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 239ms/epoch - 2ms/step
## Epoch 33/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 229ms/epoch - 2ms/step
## Epoch 34/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 231ms/epoch - 2ms/step
## Epoch 35/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 228ms/epoch - 2ms/step
## Epoch 36/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 235ms/epoch - 2ms/step
## Epoch 37/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 237ms/epoch - 2ms/step
## Epoch 38/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 243ms/epoch - 2ms/step
## Epoch 39/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 229ms/epoch - 2ms/step
## Epoch 40/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 240ms/epoch - 2ms/step
## Epoch 41/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 235ms/epoch - 2ms/step
## Epoch 42/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 227ms/epoch - 2ms/step
## Epoch 43/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 232ms/epoch - 2ms/step
## Epoch 44/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 232ms/epoch - 2ms/step
## Epoch 45/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 226ms/epoch - 2ms/step
## Epoch 46/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 235ms/epoch - 2ms/step
## Epoch 47/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 229ms/epoch - 2ms/step
## Epoch 48/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 320ms/epoch - 2ms/step
## Epoch 49/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 221ms/epoch - 2ms/step
## Epoch 50/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 235ms/epoch - 2ms/step
## Epoch 51/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 236ms/epoch - 2ms/step
## Epoch 52/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 220ms/epoch - 2ms/step
## Epoch 53/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 228ms/epoch - 2ms/step
## Epoch 54/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 227ms/epoch - 2ms/step
## Epoch 55/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 268ms/epoch - 2ms/step
## Epoch 56/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 217ms/epoch - 2ms/step
## Epoch 57/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 224ms/epoch - 2ms/step
## Epoch 58/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0296 - 231ms/epoch - 2ms/step
## Epoch 59/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 231ms/epoch - 2ms/step
## Epoch 60/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 223ms/epoch - 2ms/step
## Epoch 61/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 225ms/epoch - 2ms/step
## Epoch 62/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 274ms/epoch - 2ms/step
## Epoch 63/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 221ms/epoch - 2ms/step
## Epoch 64/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 222ms/epoch - 2ms/step
## Epoch 65/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 275ms/epoch - 2ms/step
## Epoch 66/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 225ms/epoch - 2ms/step
## Epoch 67/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 228ms/epoch - 2ms/step
## Epoch 68/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 235ms/epoch - 2ms/step
## Epoch 69/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 229ms/epoch - 2ms/step
## Epoch 70/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 271ms/epoch - 2ms/step
## Epoch 71/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 222ms/epoch - 2ms/step
## Epoch 72/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0297 - 230ms/epoch - 2ms/step
## Epoch 73/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 229ms/epoch - 2ms/step
## Epoch 74/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 236ms/epoch - 2ms/step
## Epoch 75/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 231ms/epoch - 2ms/step
## Epoch 76/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 229ms/epoch - 2ms/step
## Epoch 77/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 248ms/epoch - 2ms/step
## Epoch 78/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 229ms/epoch - 2ms/step
## Epoch 79/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 242ms/epoch - 2ms/step
## Epoch 80/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 314ms/epoch - 2ms/step
## Epoch 81/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 217ms/epoch - 2ms/step
## Epoch 82/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 236ms/epoch - 2ms/step
## Epoch 83/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 244ms/epoch - 2ms/step
## Epoch 84/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 241ms/epoch - 2ms/step
## Epoch 85/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 223ms/epoch - 2ms/step
## Epoch 86/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 259ms/epoch - 2ms/step
## Epoch 87/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 225ms/epoch - 2ms/step
## Epoch 88/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 230ms/epoch - 2ms/step
## Epoch 89/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 217ms/epoch - 2ms/step
## Epoch 90/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 231ms/epoch - 2ms/step
## Epoch 91/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 224ms/epoch - 2ms/step
## Epoch 92/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 224ms/epoch - 2ms/step
## Epoch 93/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 228ms/epoch - 2ms/step
## Epoch 94/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 222ms/epoch - 2ms/step
## Epoch 95/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 230ms/epoch - 2ms/step
## Epoch 96/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 224ms/epoch - 2ms/step
## Epoch 97/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 224ms/epoch - 2ms/step
## Epoch 98/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 231ms/epoch - 2ms/step
## Epoch 99/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 234ms/epoch - 2ms/step
## Epoch 100/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 235ms/epoch - 2ms/step
## Epoch 101/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 222ms/epoch - 2ms/step
## Epoch 102/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 281ms/epoch - 2ms/step
## Epoch 103/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 220ms/epoch - 2ms/step
## Epoch 104/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 234ms/epoch - 2ms/step
## Epoch 105/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 236ms/epoch - 2ms/step
## Epoch 106/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 226ms/epoch - 2ms/step
## Epoch 107/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 222ms/epoch - 2ms/step
## Epoch 108/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 222ms/epoch - 2ms/step
## Epoch 109/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 241ms/epoch - 2ms/step
## Epoch 110/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 257ms/epoch - 2ms/step
## Epoch 111/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 235ms/epoch - 2ms/step
## Epoch 112/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 222ms/epoch - 2ms/step
## Epoch 113/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 231ms/epoch - 2ms/step
## Epoch 114/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 226ms/epoch - 2ms/step
## Epoch 115/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 232ms/epoch - 2ms/step
## Epoch 116/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 229ms/epoch - 2ms/step
## Epoch 117/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 282ms/epoch - 2ms/step
## Epoch 118/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 223ms/epoch - 2ms/step
## Epoch 119/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 238ms/epoch - 2ms/step
## Epoch 120/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 240ms/epoch - 2ms/step
## Epoch 121/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 237ms/epoch - 2ms/step
## Epoch 122/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 234ms/epoch - 2ms/step
## Epoch 123/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 226ms/epoch - 2ms/step
## Epoch 124/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 220ms/epoch - 2ms/step
## Epoch 125/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0295 - 226ms/epoch - 2ms/step
## Epoch 126/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 225ms/epoch - 2ms/step
## Epoch 127/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 221ms/epoch - 2ms/step
## Epoch 128/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 229ms/epoch - 2ms/step
## Epoch 129/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 232ms/epoch - 2ms/step
## Epoch 130/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 222ms/epoch - 2ms/step
## Epoch 131/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 321ms/epoch - 2ms/step
## Epoch 132/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 233ms/epoch - 2ms/step
## Epoch 133/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 231ms/epoch - 2ms/step
## Epoch 134/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 223ms/epoch - 2ms/step
## Epoch 135/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 267ms/epoch - 2ms/step
## Epoch 136/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 237ms/epoch - 2ms/step
## Epoch 137/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 224ms/epoch - 2ms/step
## Epoch 138/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 250ms/epoch - 2ms/step
## Epoch 139/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 246ms/epoch - 2ms/step
## Epoch 140/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 230ms/epoch - 2ms/step
## Epoch 141/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 220ms/epoch - 2ms/step
## Epoch 142/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 241ms/epoch - 2ms/step
## Epoch 143/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 223ms/epoch - 2ms/step
## Epoch 144/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 225ms/epoch - 2ms/step
## Epoch 145/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 232ms/epoch - 2ms/step
## Epoch 146/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 219ms/epoch - 2ms/step
## Epoch 147/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 232ms/epoch - 2ms/step
## Epoch 148/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 226ms/epoch - 2ms/step
## Epoch 149/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 239ms/epoch - 2ms/step
## Epoch 150/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 239ms/epoch - 2ms/step
## Epoch 151/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 245ms/epoch - 2ms/step
## Epoch 152/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 237ms/epoch - 2ms/step
## Epoch 153/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 230ms/epoch - 2ms/step
## Epoch 154/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 229ms/epoch - 2ms/step
## Epoch 155/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 228ms/epoch - 2ms/step
## Epoch 156/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 231ms/epoch - 2ms/step
## Epoch 157/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 235ms/epoch - 2ms/step
## Epoch 158/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 238ms/epoch - 2ms/step
## Epoch 159/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 233ms/epoch - 2ms/step
## Epoch 160/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 218ms/epoch - 2ms/step
## Epoch 161/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 220ms/epoch - 2ms/step
## Epoch 162/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 235ms/epoch - 2ms/step
## Epoch 163/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 229ms/epoch - 2ms/step
## Epoch 164/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 223ms/epoch - 2ms/step
## Epoch 165/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 223ms/epoch - 2ms/step
## Epoch 166/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 221ms/epoch - 2ms/step
## Epoch 167/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 229ms/epoch - 2ms/step
## Epoch 168/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 232ms/epoch - 2ms/step
## Epoch 169/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 235ms/epoch - 2ms/step
## Epoch 170/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 228ms/epoch - 2ms/step
## Epoch 171/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0314 - 234ms/epoch - 2ms/step
## Epoch 172/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 231ms/epoch - 2ms/step
## Epoch 173/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 231ms/epoch - 2ms/step
## Epoch 174/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 219ms/epoch - 2ms/step
## Epoch 175/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 216ms/epoch - 2ms/step
## Epoch 176/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 220ms/epoch - 2ms/step
## Epoch 177/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 230ms/epoch - 2ms/step
## Epoch 178/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 234ms/epoch - 2ms/step
## Epoch 179/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 218ms/epoch - 2ms/step
## Epoch 180/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 227ms/epoch - 2ms/step
## Epoch 181/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 220ms/epoch - 2ms/step
## Epoch 182/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 229ms/epoch - 2ms/step
## Epoch 183/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 218ms/epoch - 2ms/step
## Epoch 184/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 230ms/epoch - 2ms/step
## Epoch 185/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0319 - 232ms/epoch - 2ms/step
## Epoch 186/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 238ms/epoch - 2ms/step
## Epoch 187/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 241ms/epoch - 2ms/step
## Epoch 188/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 245ms/epoch - 2ms/step
## Epoch 189/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 242ms/epoch - 2ms/step
## Epoch 190/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 233ms/epoch - 2ms/step
## Epoch 191/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 233ms/epoch - 2ms/step
## Epoch 192/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 230ms/epoch - 2ms/step
## Epoch 193/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0318 - 237ms/epoch - 2ms/step
## Epoch 194/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 224ms/epoch - 2ms/step
## Epoch 195/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 219ms/epoch - 2ms/step
## Epoch 196/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 221ms/epoch - 2ms/step
## Epoch 197/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 225ms/epoch - 2ms/step
## Epoch 198/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 225ms/epoch - 2ms/step
## Epoch 199/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 221ms/epoch - 2ms/step
## Epoch 200/200
## 135/135 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 229ms/epoch - 2ms/step
## Epoch 1/250
## 135/135 - 1s - loss: 0.0014 - mean_absolute_error: 0.0236 - val_loss: 6.6569e-04 - val_mean_absolute_error: 0.0134 - 865ms/epoch - 6ms/step
## Epoch 2/250
## 135/135 - 0s - loss: 6.0450e-04 - mean_absolute_error: 0.0160 - val_loss: 5.8384e-04 - val_mean_absolute_error: 0.0134 - 236ms/epoch - 2ms/step
## Epoch 3/250
## 135/135 - 0s - loss: 5.0937e-04 - mean_absolute_error: 0.0145 - val_loss: 5.2105e-04 - val_mean_absolute_error: 0.0132 - 228ms/epoch - 2ms/step
## Epoch 4/250
## 135/135 - 0s - loss: 4.6796e-04 - mean_absolute_error: 0.0140 - val_loss: 4.6121e-04 - val_mean_absolute_error: 0.0116 - 223ms/epoch - 2ms/step
## Epoch 5/250
## 135/135 - 0s - loss: 4.2465e-04 - mean_absolute_error: 0.0131 - val_loss: 4.4844e-04 - val_mean_absolute_error: 0.0114 - 224ms/epoch - 2ms/step
## Epoch 6/250
## 135/135 - 0s - loss: 3.8436e-04 - mean_absolute_error: 0.0125 - val_loss: 4.4982e-04 - val_mean_absolute_error: 0.0115 - 224ms/epoch - 2ms/step
## Epoch 7/250
## 135/135 - 0s - loss: 3.6661e-04 - mean_absolute_error: 0.0124 - val_loss: 5.2468e-04 - val_mean_absolute_error: 0.0119 - 224ms/epoch - 2ms/step
## Epoch 8/250
## 135/135 - 0s - loss: 3.4204e-04 - mean_absolute_error: 0.0120 - val_loss: 4.5261e-04 - val_mean_absolute_error: 0.0114 - 229ms/epoch - 2ms/step
## Epoch 9/250
## 135/135 - 0s - loss: 3.2568e-04 - mean_absolute_error: 0.0115 - val_loss: 5.1527e-04 - val_mean_absolute_error: 0.0119 - 232ms/epoch - 2ms/step
## Epoch 10/250
## 135/135 - 0s - loss: 3.1801e-04 - mean_absolute_error: 0.0115 - val_loss: 4.0200e-04 - val_mean_absolute_error: 0.0111 - 233ms/epoch - 2ms/step
## Epoch 11/250
## 135/135 - 0s - loss: 2.9153e-04 - mean_absolute_error: 0.0112 - val_loss: 4.3135e-04 - val_mean_absolute_error: 0.0110 - 238ms/epoch - 2ms/step
## Epoch 12/250
## 135/135 - 0s - loss: 2.8629e-04 - mean_absolute_error: 0.0109 - val_loss: 3.9814e-04 - val_mean_absolute_error: 0.0111 - 229ms/epoch - 2ms/step
## Epoch 13/250
## 135/135 - 0s - loss: 2.8120e-04 - mean_absolute_error: 0.0109 - val_loss: 4.2171e-04 - val_mean_absolute_error: 0.0107 - 233ms/epoch - 2ms/step
## Epoch 14/250
## 135/135 - 0s - loss: 2.7541e-04 - mean_absolute_error: 0.0107 - val_loss: 3.9066e-04 - val_mean_absolute_error: 0.0104 - 229ms/epoch - 2ms/step
## Epoch 15/250
## 135/135 - 0s - loss: 2.6593e-04 - mean_absolute_error: 0.0107 - val_loss: 4.0614e-04 - val_mean_absolute_error: 0.0105 - 235ms/epoch - 2ms/step
## Epoch 16/250
## 135/135 - 0s - loss: 2.5107e-04 - mean_absolute_error: 0.0105 - val_loss: 4.4111e-04 - val_mean_absolute_error: 0.0108 - 226ms/epoch - 2ms/step
## Epoch 17/250
## 135/135 - 0s - loss: 2.4563e-04 - mean_absolute_error: 0.0103 - val_loss: 4.7227e-04 - val_mean_absolute_error: 0.0120 - 225ms/epoch - 2ms/step
## Epoch 18/250
## 135/135 - 0s - loss: 2.5108e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0203e-04 - val_mean_absolute_error: 0.0104 - 228ms/epoch - 2ms/step
## Epoch 19/250
## 135/135 - 0s - loss: 2.2654e-04 - mean_absolute_error: 0.0100 - val_loss: 4.2331e-04 - val_mean_absolute_error: 0.0106 - 219ms/epoch - 2ms/step
## Epoch 20/250
## 135/135 - 0s - loss: 2.3728e-04 - mean_absolute_error: 0.0102 - val_loss: 4.0219e-04 - val_mean_absolute_error: 0.0105 - 221ms/epoch - 2ms/step
## Epoch 21/250
## 135/135 - 0s - loss: 2.2434e-04 - mean_absolute_error: 0.0100 - val_loss: 3.9700e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 22/250
## 135/135 - 0s - loss: 2.1668e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9819e-04 - val_mean_absolute_error: 0.0103 - 215ms/epoch - 2ms/step
## Epoch 23/250
## 135/135 - 0s - loss: 2.1697e-04 - mean_absolute_error: 0.0097 - val_loss: 4.2573e-04 - val_mean_absolute_error: 0.0105 - 222ms/epoch - 2ms/step
## Epoch 24/250
## 135/135 - 0s - loss: 2.0903e-04 - mean_absolute_error: 0.0096 - val_loss: 3.9664e-04 - val_mean_absolute_error: 0.0106 - 230ms/epoch - 2ms/step
## Epoch 25/250
## 135/135 - 0s - loss: 1.9572e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1974e-04 - val_mean_absolute_error: 0.0104 - 235ms/epoch - 2ms/step
## Epoch 26/250
## 135/135 - 0s - loss: 2.0912e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2958e-04 - val_mean_absolute_error: 0.0105 - 228ms/epoch - 2ms/step
## Epoch 27/250
## 135/135 - 0s - loss: 2.1223e-04 - mean_absolute_error: 0.0097 - val_loss: 4.2112e-04 - val_mean_absolute_error: 0.0103 - 227ms/epoch - 2ms/step
## Epoch 28/250
## 135/135 - 0s - loss: 2.0865e-04 - mean_absolute_error: 0.0098 - val_loss: 4.9054e-04 - val_mean_absolute_error: 0.0123 - 225ms/epoch - 2ms/step
## Epoch 29/250
## 135/135 - 0s - loss: 1.9519e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8707e-04 - val_mean_absolute_error: 0.0103 - 232ms/epoch - 2ms/step
## Epoch 30/250
## 135/135 - 0s - loss: 2.1050e-04 - mean_absolute_error: 0.0096 - val_loss: 4.3226e-04 - val_mean_absolute_error: 0.0110 - 229ms/epoch - 2ms/step
## Epoch 31/250
## 135/135 - 0s - loss: 1.9370e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0970e-04 - val_mean_absolute_error: 0.0103 - 234ms/epoch - 2ms/step
## Epoch 32/250
## 135/135 - 0s - loss: 1.8903e-04 - mean_absolute_error: 0.0093 - val_loss: 4.1721e-04 - val_mean_absolute_error: 0.0110 - 231ms/epoch - 2ms/step
## Epoch 33/250
## 135/135 - 0s - loss: 1.9015e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9075e-04 - val_mean_absolute_error: 0.0109 - 230ms/epoch - 2ms/step
## Epoch 34/250
## 135/135 - 0s - loss: 1.9037e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8403e-04 - val_mean_absolute_error: 0.0103 - 234ms/epoch - 2ms/step
## Epoch 35/250
## 135/135 - 0s - loss: 1.8592e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7647e-04 - val_mean_absolute_error: 0.0102 - 229ms/epoch - 2ms/step
## Epoch 36/250
## 135/135 - 0s - loss: 1.7929e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6789e-04 - val_mean_absolute_error: 0.0106 - 222ms/epoch - 2ms/step
## Epoch 37/250
## 135/135 - 0s - loss: 1.7062e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1049e-04 - val_mean_absolute_error: 0.0104 - 222ms/epoch - 2ms/step
## Epoch 38/250
## 135/135 - 0s - loss: 1.7342e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7958e-04 - val_mean_absolute_error: 0.0115 - 222ms/epoch - 2ms/step
## Epoch 39/250
## 135/135 - 0s - loss: 1.8454e-04 - mean_absolute_error: 0.0092 - val_loss: 3.7169e-04 - val_mean_absolute_error: 0.0101 - 228ms/epoch - 2ms/step
## Epoch 40/250
## 135/135 - 0s - loss: 1.6895e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8352e-04 - val_mean_absolute_error: 0.0101 - 244ms/epoch - 2ms/step
## Epoch 41/250
## 135/135 - 0s - loss: 1.8159e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6891e-04 - val_mean_absolute_error: 0.0103 - 223ms/epoch - 2ms/step
## Epoch 42/250
## 135/135 - 0s - loss: 1.7525e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0316e-04 - val_mean_absolute_error: 0.0107 - 221ms/epoch - 2ms/step
## Epoch 43/250
## 135/135 - 0s - loss: 1.6349e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1342e-04 - val_mean_absolute_error: 0.0116 - 220ms/epoch - 2ms/step
## Epoch 44/250
## 135/135 - 0s - loss: 1.6772e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0073e-04 - val_mean_absolute_error: 0.0110 - 228ms/epoch - 2ms/step
## Epoch 45/250
## 135/135 - 0s - loss: 1.8006e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2449e-04 - val_mean_absolute_error: 0.0120 - 228ms/epoch - 2ms/step
## Epoch 46/250
## 135/135 - 0s - loss: 1.6645e-04 - mean_absolute_error: 0.0088 - val_loss: 4.5628e-04 - val_mean_absolute_error: 0.0114 - 231ms/epoch - 2ms/step
## Epoch 47/250
## 135/135 - 0s - loss: 1.5896e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7630e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 48/250
## 135/135 - 0s - loss: 1.7946e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9608e-04 - val_mean_absolute_error: 0.0120 - 225ms/epoch - 2ms/step
## Epoch 49/250
## 135/135 - 0s - loss: 1.6186e-04 - mean_absolute_error: 0.0087 - val_loss: 4.2347e-04 - val_mean_absolute_error: 0.0117 - 232ms/epoch - 2ms/step
## Epoch 50/250
## 135/135 - 0s - loss: 1.5331e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2616e-04 - val_mean_absolute_error: 0.0121 - 223ms/epoch - 2ms/step
## Epoch 51/250
## 135/135 - 0s - loss: 1.6109e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3949e-04 - val_mean_absolute_error: 0.0115 - 229ms/epoch - 2ms/step
## Epoch 52/250
## 135/135 - 0s - loss: 1.6370e-04 - mean_absolute_error: 0.0086 - val_loss: 4.4481e-04 - val_mean_absolute_error: 0.0121 - 225ms/epoch - 2ms/step
## Epoch 53/250
## 135/135 - 0s - loss: 1.5414e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0814e-04 - val_mean_absolute_error: 0.0114 - 226ms/epoch - 2ms/step
## Epoch 54/250
## 135/135 - 0s - loss: 1.5029e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2058e-04 - val_mean_absolute_error: 0.0119 - 229ms/epoch - 2ms/step
## Epoch 55/250
## 135/135 - 0s - loss: 1.6185e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0507e-04 - val_mean_absolute_error: 0.0112 - 245ms/epoch - 2ms/step
## Epoch 56/250
## 135/135 - 0s - loss: 1.5116e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5568e-04 - val_mean_absolute_error: 0.0134 - 225ms/epoch - 2ms/step
## Epoch 57/250
## 135/135 - 0s - loss: 1.4670e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2187e-04 - val_mean_absolute_error: 0.0115 - 226ms/epoch - 2ms/step
## Epoch 58/250
## 135/135 - 0s - loss: 1.4487e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3539e-04 - val_mean_absolute_error: 0.0109 - 225ms/epoch - 2ms/step
## Epoch 59/250
## 135/135 - 0s - loss: 1.4042e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2406e-04 - val_mean_absolute_error: 0.0105 - 219ms/epoch - 2ms/step
## Epoch 60/250
## 135/135 - 0s - loss: 1.4239e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2879e-04 - val_mean_absolute_error: 0.0122 - 219ms/epoch - 2ms/step
## Epoch 61/250
## 135/135 - 0s - loss: 1.4576e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3114e-04 - val_mean_absolute_error: 0.0125 - 231ms/epoch - 2ms/step
## Epoch 62/250
## 135/135 - 0s - loss: 1.5291e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0338e-04 - val_mean_absolute_error: 0.0115 - 231ms/epoch - 2ms/step
## Epoch 63/250
## 135/135 - 0s - loss: 1.4232e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3454e-04 - val_mean_absolute_error: 0.0111 - 227ms/epoch - 2ms/step
## Epoch 64/250
## 135/135 - 0s - loss: 1.3914e-04 - mean_absolute_error: 0.0083 - val_loss: 4.5477e-04 - val_mean_absolute_error: 0.0114 - 229ms/epoch - 2ms/step
## Epoch 65/250
## 135/135 - 0s - loss: 1.3948e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1091e-04 - val_mean_absolute_error: 0.0111 - 226ms/epoch - 2ms/step
## Epoch 66/250
## 135/135 - 0s - loss: 1.4354e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0481e-04 - val_mean_absolute_error: 0.0113 - 217ms/epoch - 2ms/step
## Epoch 67/250
## 135/135 - 0s - loss: 1.4532e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3042e-04 - val_mean_absolute_error: 0.0108 - 228ms/epoch - 2ms/step
## Epoch 68/250
## 135/135 - 0s - loss: 1.4879e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0938e-04 - val_mean_absolute_error: 0.0109 - 233ms/epoch - 2ms/step
## Epoch 69/250
## 135/135 - 0s - loss: 1.4035e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5074e-04 - val_mean_absolute_error: 0.0116 - 232ms/epoch - 2ms/step
## Epoch 70/250
## 135/135 - 0s - loss: 1.3767e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2324e-04 - val_mean_absolute_error: 0.0113 - 230ms/epoch - 2ms/step
## Epoch 71/250
## 135/135 - 0s - loss: 1.3865e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2668e-04 - val_mean_absolute_error: 0.0113 - 232ms/epoch - 2ms/step
## Epoch 72/250
## 135/135 - 0s - loss: 1.2937e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4858e-04 - val_mean_absolute_error: 0.0121 - 222ms/epoch - 2ms/step
## Epoch 73/250
## 135/135 - 0s - loss: 1.3529e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2910e-04 - val_mean_absolute_error: 0.0113 - 231ms/epoch - 2ms/step
## Epoch 74/250
## 135/135 - 0s - loss: 1.3821e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2006e-04 - val_mean_absolute_error: 0.0112 - 229ms/epoch - 2ms/step
## Epoch 75/250
## 135/135 - 0s - loss: 1.4262e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1016e-04 - val_mean_absolute_error: 0.0110 - 217ms/epoch - 2ms/step
## Epoch 76/250
## 135/135 - 0s - loss: 1.3655e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4135e-04 - val_mean_absolute_error: 0.0120 - 225ms/epoch - 2ms/step
## Epoch 77/250
## 135/135 - 0s - loss: 1.3613e-04 - mean_absolute_error: 0.0081 - val_loss: 4.5626e-04 - val_mean_absolute_error: 0.0111 - 218ms/epoch - 2ms/step
## Epoch 78/250
## 135/135 - 0s - loss: 1.3328e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6475e-04 - val_mean_absolute_error: 0.0118 - 229ms/epoch - 2ms/step
## Epoch 79/250
## 135/135 - 0s - loss: 1.2912e-04 - mean_absolute_error: 0.0078 - val_loss: 4.8010e-04 - val_mean_absolute_error: 0.0128 - 229ms/epoch - 2ms/step
## Epoch 80/250
## 135/135 - 0s - loss: 1.3121e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4358e-04 - val_mean_absolute_error: 0.0116 - 225ms/epoch - 2ms/step
## Epoch 81/250
## 135/135 - 0s - loss: 1.3319e-04 - mean_absolute_error: 0.0080 - val_loss: 4.8945e-04 - val_mean_absolute_error: 0.0122 - 225ms/epoch - 2ms/step
## Epoch 82/250
## 135/135 - 0s - loss: 1.5095e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3933e-04 - val_mean_absolute_error: 0.0111 - 230ms/epoch - 2ms/step
## Epoch 83/250
## 135/135 - 0s - loss: 1.2699e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3663e-04 - val_mean_absolute_error: 0.0117 - 223ms/epoch - 2ms/step
## Epoch 84/250
## 135/135 - 0s - loss: 1.2753e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5736e-04 - val_mean_absolute_error: 0.0116 - 236ms/epoch - 2ms/step
## Epoch 85/250
## 135/135 - 0s - loss: 1.2421e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5608e-04 - val_mean_absolute_error: 0.0119 - 231ms/epoch - 2ms/step
## Epoch 86/250
## 135/135 - 0s - loss: 1.3476e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3806e-04 - val_mean_absolute_error: 0.0114 - 229ms/epoch - 2ms/step
## Epoch 87/250
## 135/135 - 0s - loss: 1.2620e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2768e-04 - val_mean_absolute_error: 0.0108 - 218ms/epoch - 2ms/step
## Epoch 88/250
## 135/135 - 0s - loss: 1.3398e-04 - mean_absolute_error: 0.0080 - val_loss: 4.9389e-04 - val_mean_absolute_error: 0.0119 - 229ms/epoch - 2ms/step
## Epoch 89/250
## 135/135 - 0s - loss: 1.2433e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4983e-04 - val_mean_absolute_error: 0.0116 - 225ms/epoch - 2ms/step
## Epoch 90/250
## 135/135 - 0s - loss: 1.2708e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2769e-04 - val_mean_absolute_error: 0.0115 - 226ms/epoch - 2ms/step
## Epoch 91/250
## 135/135 - 0s - loss: 1.2528e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5931e-04 - val_mean_absolute_error: 0.0122 - 227ms/epoch - 2ms/step
## Epoch 92/250
## 135/135 - 0s - loss: 1.2623e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3182e-04 - val_mean_absolute_error: 0.0117 - 231ms/epoch - 2ms/step
## Epoch 93/250
## 135/135 - 0s - loss: 1.2795e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1338e-04 - val_mean_absolute_error: 0.0111 - 217ms/epoch - 2ms/step
## Epoch 94/250
## 135/135 - 0s - loss: 1.2399e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5155e-04 - val_mean_absolute_error: 0.0113 - 221ms/epoch - 2ms/step
## Epoch 95/250
## 135/135 - 0s - loss: 1.1701e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4451e-04 - val_mean_absolute_error: 0.0123 - 233ms/epoch - 2ms/step
## Epoch 96/250
## 135/135 - 0s - loss: 1.2237e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2200e-04 - val_mean_absolute_error: 0.0112 - 233ms/epoch - 2ms/step
## Epoch 97/250
## 135/135 - 0s - loss: 1.2070e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3963e-04 - val_mean_absolute_error: 0.0114 - 228ms/epoch - 2ms/step
## Epoch 98/250
## 135/135 - 0s - loss: 1.2840e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5832e-04 - val_mean_absolute_error: 0.0120 - 226ms/epoch - 2ms/step
## Epoch 99/250
## 135/135 - 0s - loss: 1.3177e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3171e-04 - val_mean_absolute_error: 0.0107 - 221ms/epoch - 2ms/step
## Epoch 100/250
## 135/135 - 0s - loss: 1.2385e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4676e-04 - val_mean_absolute_error: 0.0112 - 226ms/epoch - 2ms/step
## Epoch 101/250
## 135/135 - 0s - loss: 1.2799e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5119e-04 - val_mean_absolute_error: 0.0117 - 237ms/epoch - 2ms/step
## Epoch 102/250
## 135/135 - 0s - loss: 1.1996e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6308e-04 - val_mean_absolute_error: 0.0119 - 228ms/epoch - 2ms/step
## Epoch 103/250
## 135/135 - 0s - loss: 1.1819e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5797e-04 - val_mean_absolute_error: 0.0119 - 221ms/epoch - 2ms/step
## Epoch 104/250
## 135/135 - 0s - loss: 1.1565e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2989e-04 - val_mean_absolute_error: 0.0114 - 220ms/epoch - 2ms/step
## Epoch 105/250
## 135/135 - 0s - loss: 1.2437e-04 - mean_absolute_error: 0.0078 - val_loss: 4.9450e-04 - val_mean_absolute_error: 0.0120 - 230ms/epoch - 2ms/step
## Epoch 106/250
## 135/135 - 0s - loss: 1.2048e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6575e-04 - val_mean_absolute_error: 0.0129 - 229ms/epoch - 2ms/step
## Epoch 107/250
## 135/135 - 0s - loss: 1.1917e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6815e-04 - val_mean_absolute_error: 0.0129 - 225ms/epoch - 2ms/step
## Epoch 108/250
## 135/135 - 0s - loss: 1.1986e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2508e-04 - val_mean_absolute_error: 0.0118 - 246ms/epoch - 2ms/step
## Epoch 109/250
## 135/135 - 0s - loss: 1.1489e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6829e-04 - val_mean_absolute_error: 0.0115 - 231ms/epoch - 2ms/step
## Epoch 110/250
## 135/135 - 0s - loss: 1.1713e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3832e-04 - val_mean_absolute_error: 0.0114 - 230ms/epoch - 2ms/step
## Epoch 111/250
## 135/135 - 0s - loss: 1.1818e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6560e-04 - val_mean_absolute_error: 0.0127 - 219ms/epoch - 2ms/step
## Epoch 112/250
## 135/135 - 0s - loss: 1.1717e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3670e-04 - val_mean_absolute_error: 0.0112 - 219ms/epoch - 2ms/step
## Epoch 113/250
## 135/135 - 0s - loss: 1.2471e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3883e-04 - val_mean_absolute_error: 0.0114 - 243ms/epoch - 2ms/step
## Epoch 114/250
## 135/135 - 0s - loss: 1.1669e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3746e-04 - val_mean_absolute_error: 0.0111 - 223ms/epoch - 2ms/step
## Epoch 115/250
## 135/135 - 0s - loss: 1.2416e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7986e-04 - val_mean_absolute_error: 0.0135 - 224ms/epoch - 2ms/step
## Epoch 116/250
## 135/135 - 0s - loss: 1.2085e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4381e-04 - val_mean_absolute_error: 0.0114 - 221ms/epoch - 2ms/step
## Epoch 117/250
## 135/135 - 0s - loss: 1.2408e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7802e-04 - val_mean_absolute_error: 0.0126 - 227ms/epoch - 2ms/step
## Epoch 118/250
## 135/135 - 0s - loss: 1.1577e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5121e-04 - val_mean_absolute_error: 0.0113 - 225ms/epoch - 2ms/step
## Epoch 119/250
## 135/135 - 0s - loss: 1.1633e-04 - mean_absolute_error: 0.0076 - val_loss: 5.1599e-04 - val_mean_absolute_error: 0.0131 - 242ms/epoch - 2ms/step
## Epoch 120/250
## 135/135 - 0s - loss: 1.1360e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6765e-04 - val_mean_absolute_error: 0.0119 - 228ms/epoch - 2ms/step
## Epoch 121/250
## 135/135 - 0s - loss: 1.0823e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6392e-04 - val_mean_absolute_error: 0.0121 - 240ms/epoch - 2ms/step
## Epoch 122/250
## 135/135 - 0s - loss: 1.1090e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3717e-04 - val_mean_absolute_error: 0.0107 - 238ms/epoch - 2ms/step
## Epoch 123/250
## 135/135 - 0s - loss: 1.0855e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8924e-04 - val_mean_absolute_error: 0.0125 - 238ms/epoch - 2ms/step
## Epoch 124/250
## 135/135 - 0s - loss: 1.1114e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2851e-04 - val_mean_absolute_error: 0.0110 - 231ms/epoch - 2ms/step
## Epoch 125/250
## 135/135 - 0s - loss: 1.1018e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4025e-04 - val_mean_absolute_error: 0.0114 - 228ms/epoch - 2ms/step
## Epoch 126/250
## 135/135 - 0s - loss: 1.0997e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7955e-04 - val_mean_absolute_error: 0.0115 - 226ms/epoch - 2ms/step
## Epoch 127/250
## 135/135 - 0s - loss: 1.1377e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6852e-04 - val_mean_absolute_error: 0.0121 - 241ms/epoch - 2ms/step
## Epoch 128/250
## 135/135 - 0s - loss: 1.1180e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7242e-04 - val_mean_absolute_error: 0.0136 - 235ms/epoch - 2ms/step
## Epoch 129/250
## 135/135 - 0s - loss: 1.0654e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5438e-04 - val_mean_absolute_error: 0.0124 - 226ms/epoch - 2ms/step
## Epoch 130/250
## 135/135 - 0s - loss: 1.0747e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8365e-04 - val_mean_absolute_error: 0.0116 - 227ms/epoch - 2ms/step
## Epoch 131/250
## 135/135 - 0s - loss: 1.0612e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4323e-04 - val_mean_absolute_error: 0.0110 - 242ms/epoch - 2ms/step
## Epoch 132/250
## 135/135 - 0s - loss: 1.1150e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6057e-04 - val_mean_absolute_error: 0.0119 - 241ms/epoch - 2ms/step
## Epoch 133/250
## 135/135 - 0s - loss: 1.1324e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6980e-04 - val_mean_absolute_error: 0.0123 - 225ms/epoch - 2ms/step
## Epoch 134/250
## 135/135 - 0s - loss: 1.1689e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2369e-04 - val_mean_absolute_error: 0.0107 - 226ms/epoch - 2ms/step
## Epoch 135/250
## 135/135 - 0s - loss: 1.0880e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5355e-04 - val_mean_absolute_error: 0.0118 - 240ms/epoch - 2ms/step
## Epoch 136/250
## 135/135 - 0s - loss: 1.1382e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7810e-04 - val_mean_absolute_error: 0.0117 - 240ms/epoch - 2ms/step
## Epoch 137/250
## 135/135 - 0s - loss: 1.1008e-04 - mean_absolute_error: 0.0074 - val_loss: 4.7792e-04 - val_mean_absolute_error: 0.0121 - 224ms/epoch - 2ms/step
## Epoch 138/250
## 135/135 - 0s - loss: 1.0384e-04 - mean_absolute_error: 0.0073 - val_loss: 4.8015e-04 - val_mean_absolute_error: 0.0124 - 223ms/epoch - 2ms/step
## Epoch 139/250
## 135/135 - 0s - loss: 1.1001e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6033e-04 - val_mean_absolute_error: 0.0109 - 232ms/epoch - 2ms/step
## Epoch 140/250
## 135/135 - 0s - loss: 1.1482e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6394e-04 - val_mean_absolute_error: 0.0117 - 227ms/epoch - 2ms/step
## Epoch 141/250
## 135/135 - 0s - loss: 1.1155e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5284e-04 - val_mean_absolute_error: 0.0113 - 230ms/epoch - 2ms/step
## Epoch 142/250
## 135/135 - 0s - loss: 1.0851e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6765e-04 - val_mean_absolute_error: 0.0114 - 225ms/epoch - 2ms/step
## Epoch 143/250
## 135/135 - 0s - loss: 1.0480e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6351e-04 - val_mean_absolute_error: 0.0122 - 224ms/epoch - 2ms/step
## Epoch 144/250
## 135/135 - 0s - loss: 1.0511e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7607e-04 - val_mean_absolute_error: 0.0134 - 223ms/epoch - 2ms/step
## Epoch 145/250
## 135/135 - 0s - loss: 1.0626e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4375e-04 - val_mean_absolute_error: 0.0114 - 239ms/epoch - 2ms/step
## Epoch 146/250
## 135/135 - 0s - loss: 1.0807e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5520e-04 - val_mean_absolute_error: 0.0127 - 224ms/epoch - 2ms/step
## Epoch 147/250
## 135/135 - 0s - loss: 1.1151e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4723e-04 - val_mean_absolute_error: 0.0108 - 238ms/epoch - 2ms/step
## Epoch 148/250
## 135/135 - 0s - loss: 1.0176e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8035e-04 - val_mean_absolute_error: 0.0115 - 238ms/epoch - 2ms/step
## Epoch 149/250
## 135/135 - 0s - loss: 1.0856e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4087e-04 - val_mean_absolute_error: 0.0113 - 240ms/epoch - 2ms/step
## Epoch 150/250
## 135/135 - 0s - loss: 1.0510e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5246e-04 - val_mean_absolute_error: 0.0115 - 228ms/epoch - 2ms/step
## Epoch 151/250
## 135/135 - 0s - loss: 1.0776e-04 - mean_absolute_error: 0.0073 - val_loss: 4.9533e-04 - val_mean_absolute_error: 0.0129 - 224ms/epoch - 2ms/step
## Epoch 152/250
## 135/135 - 0s - loss: 1.0641e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3052e-04 - val_mean_absolute_error: 0.0106 - 238ms/epoch - 2ms/step
## Epoch 153/250
## 135/135 - 0s - loss: 1.0375e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5928e-04 - val_mean_absolute_error: 0.0122 - 243ms/epoch - 2ms/step
## Epoch 154/250
## 135/135 - 0s - loss: 1.0810e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6124e-04 - val_mean_absolute_error: 0.0121 - 235ms/epoch - 2ms/step
## Epoch 155/250
## 135/135 - 0s - loss: 1.0603e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5807e-04 - val_mean_absolute_error: 0.0111 - 238ms/epoch - 2ms/step
## Epoch 156/250
## 135/135 - 0s - loss: 1.0565e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7425e-04 - val_mean_absolute_error: 0.0118 - 239ms/epoch - 2ms/step
## Epoch 157/250
## 135/135 - 0s - loss: 9.9948e-05 - mean_absolute_error: 0.0071 - val_loss: 4.6807e-04 - val_mean_absolute_error: 0.0118 - 238ms/epoch - 2ms/step
## Epoch 158/250
## 135/135 - 0s - loss: 1.0298e-04 - mean_absolute_error: 0.0072 - val_loss: 4.9744e-04 - val_mean_absolute_error: 0.0125 - 239ms/epoch - 2ms/step
## Epoch 159/250
## 135/135 - 0s - loss: 1.0029e-04 - mean_absolute_error: 0.0071 - val_loss: 4.8125e-04 - val_mean_absolute_error: 0.0127 - 237ms/epoch - 2ms/step
## Epoch 160/250
## 135/135 - 0s - loss: 1.0831e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2977e-04 - val_mean_absolute_error: 0.0108 - 237ms/epoch - 2ms/step
## Epoch 161/250
## 135/135 - 0s - loss: 1.0796e-04 - mean_absolute_error: 0.0073 - val_loss: 4.8367e-04 - val_mean_absolute_error: 0.0121 - 239ms/epoch - 2ms/step
## Epoch 162/250
## 135/135 - 0s - loss: 1.0425e-04 - mean_absolute_error: 0.0072 - val_loss: 4.7449e-04 - val_mean_absolute_error: 0.0122 - 236ms/epoch - 2ms/step
## Epoch 163/250
## 135/135 - 0s - loss: 1.0166e-04 - mean_absolute_error: 0.0071 - val_loss: 4.8258e-04 - val_mean_absolute_error: 0.0122 - 224ms/epoch - 2ms/step
## Epoch 164/250
## 135/135 - 0s - loss: 1.1129e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8386e-04 - val_mean_absolute_error: 0.0127 - 224ms/epoch - 2ms/step
## Epoch 165/250
## 135/135 - 0s - loss: 1.0231e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5576e-04 - val_mean_absolute_error: 0.0114 - 224ms/epoch - 2ms/step
## Epoch 166/250
## 135/135 - 0s - loss: 1.0153e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8466e-04 - val_mean_absolute_error: 0.0120 - 238ms/epoch - 2ms/step
## Epoch 167/250
## 135/135 - 0s - loss: 9.7637e-05 - mean_absolute_error: 0.0071 - val_loss: 4.7144e-04 - val_mean_absolute_error: 0.0122 - 226ms/epoch - 2ms/step
## Epoch 168/250
## 135/135 - 0s - loss: 1.0840e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5595e-04 - val_mean_absolute_error: 0.0121 - 243ms/epoch - 2ms/step
## Epoch 169/250
## 135/135 - 0s - loss: 1.0278e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6830e-04 - val_mean_absolute_error: 0.0106 - 240ms/epoch - 2ms/step
## Epoch 170/250
## 135/135 - 0s - loss: 9.9748e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4615e-04 - val_mean_absolute_error: 0.0112 - 242ms/epoch - 2ms/step
## Epoch 171/250
## 135/135 - 0s - loss: 9.8333e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5657e-04 - val_mean_absolute_error: 0.0115 - 235ms/epoch - 2ms/step
## Epoch 172/250
## 135/135 - 0s - loss: 9.5982e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8655e-04 - val_mean_absolute_error: 0.0132 - 242ms/epoch - 2ms/step
## Epoch 173/250
## 135/135 - 0s - loss: 1.0138e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5527e-04 - val_mean_absolute_error: 0.0111 - 242ms/epoch - 2ms/step
## Epoch 174/250
## 135/135 - 0s - loss: 1.0201e-04 - mean_absolute_error: 0.0072 - val_loss: 4.9239e-04 - val_mean_absolute_error: 0.0125 - 243ms/epoch - 2ms/step
## Epoch 175/250
## 135/135 - 0s - loss: 9.9523e-05 - mean_absolute_error: 0.0071 - val_loss: 4.7188e-04 - val_mean_absolute_error: 0.0128 - 248ms/epoch - 2ms/step
## Epoch 176/250
## 135/135 - 0s - loss: 1.0207e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4977e-04 - val_mean_absolute_error: 0.0118 - 244ms/epoch - 2ms/step
## Epoch 177/250
## 135/135 - 0s - loss: 9.7465e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3995e-04 - val_mean_absolute_error: 0.0108 - 240ms/epoch - 2ms/step
## Epoch 178/250
## 135/135 - 0s - loss: 9.4377e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8433e-04 - val_mean_absolute_error: 0.0125 - 226ms/epoch - 2ms/step
## Epoch 179/250
## 135/135 - 0s - loss: 9.9784e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7153e-04 - val_mean_absolute_error: 0.0121 - 225ms/epoch - 2ms/step
## Epoch 180/250
## 135/135 - 0s - loss: 9.9051e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3419e-04 - val_mean_absolute_error: 0.0112 - 228ms/epoch - 2ms/step
## Epoch 181/250
## 135/135 - 0s - loss: 1.0438e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5891e-04 - val_mean_absolute_error: 0.0112 - 225ms/epoch - 2ms/step
## Epoch 182/250
## 135/135 - 0s - loss: 1.0301e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5106e-04 - val_mean_absolute_error: 0.0115 - 233ms/epoch - 2ms/step
## Epoch 183/250
## 135/135 - 0s - loss: 1.0326e-04 - mean_absolute_error: 0.0071 - val_loss: 4.9881e-04 - val_mean_absolute_error: 0.0126 - 239ms/epoch - 2ms/step
## Epoch 184/250
## 135/135 - 0s - loss: 9.6703e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7862e-04 - val_mean_absolute_error: 0.0121 - 255ms/epoch - 2ms/step
## Epoch 185/250
## 135/135 - 0s - loss: 9.5970e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7015e-04 - val_mean_absolute_error: 0.0117 - 242ms/epoch - 2ms/step
## Epoch 186/250
## 135/135 - 0s - loss: 1.0255e-04 - mean_absolute_error: 0.0071 - val_loss: 4.6368e-04 - val_mean_absolute_error: 0.0113 - 228ms/epoch - 2ms/step
## Epoch 187/250
## 135/135 - 0s - loss: 9.8207e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6691e-04 - val_mean_absolute_error: 0.0125 - 239ms/epoch - 2ms/step
## Epoch 188/250
## 135/135 - 0s - loss: 9.6683e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7454e-04 - val_mean_absolute_error: 0.0112 - 233ms/epoch - 2ms/step
## Epoch 189/250
## 135/135 - 0s - loss: 9.7839e-05 - mean_absolute_error: 0.0071 - val_loss: 4.7819e-04 - val_mean_absolute_error: 0.0118 - 226ms/epoch - 2ms/step
## Epoch 190/250
## 135/135 - 0s - loss: 9.6219e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5149e-04 - val_mean_absolute_error: 0.0116 - 234ms/epoch - 2ms/step
## Epoch 191/250
## 135/135 - 0s - loss: 9.7040e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6447e-04 - val_mean_absolute_error: 0.0118 - 239ms/epoch - 2ms/step
## Epoch 192/250
## 135/135 - 0s - loss: 9.3746e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5976e-04 - val_mean_absolute_error: 0.0113 - 242ms/epoch - 2ms/step
## Epoch 193/250
## 135/135 - 0s - loss: 9.6765e-05 - mean_absolute_error: 0.0070 - val_loss: 5.1142e-04 - val_mean_absolute_error: 0.0138 - 244ms/epoch - 2ms/step
## Epoch 194/250
## 135/135 - 0s - loss: 9.5635e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5499e-04 - val_mean_absolute_error: 0.0115 - 232ms/epoch - 2ms/step
## Epoch 195/250
## 135/135 - 0s - loss: 1.0504e-04 - mean_absolute_error: 0.0072 - val_loss: 4.8055e-04 - val_mean_absolute_error: 0.0126 - 237ms/epoch - 2ms/step
## Epoch 196/250
## 135/135 - 0s - loss: 9.9003e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5813e-04 - val_mean_absolute_error: 0.0115 - 239ms/epoch - 2ms/step
## Epoch 197/250
## 135/135 - 0s - loss: 1.0005e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4788e-04 - val_mean_absolute_error: 0.0115 - 223ms/epoch - 2ms/step
## Epoch 198/250
## 135/135 - 0s - loss: 9.7962e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5662e-04 - val_mean_absolute_error: 0.0119 - 239ms/epoch - 2ms/step
## Epoch 199/250
## 135/135 - 0s - loss: 9.9924e-05 - mean_absolute_error: 0.0070 - val_loss: 4.8334e-04 - val_mean_absolute_error: 0.0122 - 243ms/epoch - 2ms/step
## Epoch 200/250
## 135/135 - 0s - loss: 9.2430e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6893e-04 - val_mean_absolute_error: 0.0126 - 235ms/epoch - 2ms/step
## Epoch 201/250
## 135/135 - 0s - loss: 9.5062e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8802e-04 - val_mean_absolute_error: 0.0114 - 226ms/epoch - 2ms/step
## Epoch 202/250
## 135/135 - 0s - loss: 8.9848e-05 - mean_absolute_error: 0.0068 - val_loss: 5.0398e-04 - val_mean_absolute_error: 0.0120 - 235ms/epoch - 2ms/step
## Epoch 203/250
## 135/135 - 0s - loss: 9.3642e-05 - mean_absolute_error: 0.0069 - val_loss: 4.9061e-04 - val_mean_absolute_error: 0.0118 - 240ms/epoch - 2ms/step
## Epoch 204/250
## 135/135 - 0s - loss: 9.6075e-05 - mean_absolute_error: 0.0070 - val_loss: 5.0800e-04 - val_mean_absolute_error: 0.0135 - 234ms/epoch - 2ms/step
## Epoch 205/250
## 135/135 - 0s - loss: 1.0006e-04 - mean_absolute_error: 0.0070 - val_loss: 4.6465e-04 - val_mean_absolute_error: 0.0114 - 226ms/epoch - 2ms/step
## Epoch 206/250
## 135/135 - 0s - loss: 9.4794e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6398e-04 - val_mean_absolute_error: 0.0119 - 230ms/epoch - 2ms/step
## Epoch 207/250
## 135/135 - 0s - loss: 9.6777e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7154e-04 - val_mean_absolute_error: 0.0128 - 229ms/epoch - 2ms/step
## Epoch 208/250
## 135/135 - 0s - loss: 1.0317e-04 - mean_absolute_error: 0.0071 - val_loss: 5.3278e-04 - val_mean_absolute_error: 0.0142 - 230ms/epoch - 2ms/step
## Epoch 209/250
## 135/135 - 0s - loss: 9.6617e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5785e-04 - val_mean_absolute_error: 0.0114 - 228ms/epoch - 2ms/step
## Epoch 210/250
## 135/135 - 0s - loss: 9.4192e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7448e-04 - val_mean_absolute_error: 0.0113 - 233ms/epoch - 2ms/step
## Epoch 211/250
## 135/135 - 0s - loss: 9.5464e-05 - mean_absolute_error: 0.0069 - val_loss: 5.1127e-04 - val_mean_absolute_error: 0.0131 - 239ms/epoch - 2ms/step
## Epoch 212/250
## 135/135 - 0s - loss: 9.4533e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8145e-04 - val_mean_absolute_error: 0.0129 - 230ms/epoch - 2ms/step
## Epoch 213/250
## 135/135 - 0s - loss: 9.1122e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5395e-04 - val_mean_absolute_error: 0.0113 - 241ms/epoch - 2ms/step
## Epoch 214/250
## 135/135 - 0s - loss: 9.2504e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3398e-04 - val_mean_absolute_error: 0.0113 - 241ms/epoch - 2ms/step
## Epoch 215/250
## 135/135 - 0s - loss: 9.3771e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4766e-04 - val_mean_absolute_error: 0.0112 - 229ms/epoch - 2ms/step
## Epoch 216/250
## 135/135 - 0s - loss: 9.3376e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7702e-04 - val_mean_absolute_error: 0.0128 - 225ms/epoch - 2ms/step
## Epoch 217/250
## 135/135 - 0s - loss: 9.5036e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6160e-04 - val_mean_absolute_error: 0.0123 - 237ms/epoch - 2ms/step
## Epoch 218/250
## 135/135 - 0s - loss: 9.5160e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5548e-04 - val_mean_absolute_error: 0.0111 - 224ms/epoch - 2ms/step
## Epoch 219/250
## 135/135 - 0s - loss: 9.0862e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5172e-04 - val_mean_absolute_error: 0.0117 - 239ms/epoch - 2ms/step
## Epoch 220/250
## 135/135 - 0s - loss: 9.0890e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8850e-04 - val_mean_absolute_error: 0.0130 - 233ms/epoch - 2ms/step
## Epoch 221/250
## 135/135 - 0s - loss: 9.6133e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7541e-04 - val_mean_absolute_error: 0.0126 - 236ms/epoch - 2ms/step
## Epoch 222/250
## 135/135 - 0s - loss: 9.0768e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6147e-04 - val_mean_absolute_error: 0.0126 - 231ms/epoch - 2ms/step
## Epoch 223/250
## 135/135 - 0s - loss: 9.1773e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6715e-04 - val_mean_absolute_error: 0.0126 - 236ms/epoch - 2ms/step
## Epoch 224/250
## 135/135 - 0s - loss: 9.0945e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4280e-04 - val_mean_absolute_error: 0.0111 - 242ms/epoch - 2ms/step
## Epoch 225/250
## 135/135 - 0s - loss: 8.8591e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7042e-04 - val_mean_absolute_error: 0.0122 - 237ms/epoch - 2ms/step
## Epoch 226/250
## 135/135 - 0s - loss: 9.2566e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6701e-04 - val_mean_absolute_error: 0.0119 - 229ms/epoch - 2ms/step
## Epoch 227/250
## 135/135 - 0s - loss: 9.1355e-05 - mean_absolute_error: 0.0068 - val_loss: 4.5329e-04 - val_mean_absolute_error: 0.0108 - 234ms/epoch - 2ms/step
## Epoch 228/250
## 135/135 - 0s - loss: 9.6287e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8434e-04 - val_mean_absolute_error: 0.0124 - 233ms/epoch - 2ms/step
## Epoch 229/250
## 135/135 - 0s - loss: 9.4629e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5171e-04 - val_mean_absolute_error: 0.0115 - 228ms/epoch - 2ms/step
## Epoch 230/250
## 135/135 - 0s - loss: 1.0194e-04 - mean_absolute_error: 0.0070 - val_loss: 4.5895e-04 - val_mean_absolute_error: 0.0118 - 230ms/epoch - 2ms/step
## Epoch 231/250
## 135/135 - 0s - loss: 8.9966e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7822e-04 - val_mean_absolute_error: 0.0119 - 223ms/epoch - 2ms/step
## Epoch 232/250
## 135/135 - 0s - loss: 9.5470e-05 - mean_absolute_error: 0.0069 - val_loss: 4.5431e-04 - val_mean_absolute_error: 0.0115 - 236ms/epoch - 2ms/step
## Epoch 233/250
## 135/135 - 0s - loss: 8.8608e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7842e-04 - val_mean_absolute_error: 0.0119 - 236ms/epoch - 2ms/step
## Epoch 234/250
## 135/135 - 0s - loss: 8.9921e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4914e-04 - val_mean_absolute_error: 0.0116 - 230ms/epoch - 2ms/step
## Epoch 235/250
## 135/135 - 0s - loss: 9.0258e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7036e-04 - val_mean_absolute_error: 0.0115 - 227ms/epoch - 2ms/step
## Epoch 236/250
## 135/135 - 0s - loss: 8.9329e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6907e-04 - val_mean_absolute_error: 0.0117 - 228ms/epoch - 2ms/step
## Epoch 237/250
## 135/135 - 0s - loss: 9.3078e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3803e-04 - val_mean_absolute_error: 0.0114 - 222ms/epoch - 2ms/step
## Epoch 238/250
## 135/135 - 0s - loss: 8.8002e-05 - mean_absolute_error: 0.0067 - val_loss: 4.5963e-04 - val_mean_absolute_error: 0.0114 - 234ms/epoch - 2ms/step
## Epoch 239/250
## 135/135 - 0s - loss: 9.2983e-05 - mean_absolute_error: 0.0069 - val_loss: 4.7015e-04 - val_mean_absolute_error: 0.0114 - 228ms/epoch - 2ms/step
## Epoch 240/250
## 135/135 - 0s - loss: 9.3042e-05 - mean_absolute_error: 0.0069 - val_loss: 5.0160e-04 - val_mean_absolute_error: 0.0120 - 239ms/epoch - 2ms/step
## Epoch 241/250
## 135/135 - 0s - loss: 8.7272e-05 - mean_absolute_error: 0.0067 - val_loss: 4.6898e-04 - val_mean_absolute_error: 0.0112 - 247ms/epoch - 2ms/step
## Epoch 242/250
## 135/135 - 0s - loss: 9.0731e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8093e-04 - val_mean_absolute_error: 0.0120 - 225ms/epoch - 2ms/step
## Epoch 243/250
## 135/135 - 0s - loss: 8.9798e-05 - mean_absolute_error: 0.0068 - val_loss: 5.0918e-04 - val_mean_absolute_error: 0.0133 - 230ms/epoch - 2ms/step
## Epoch 244/250
## 135/135 - 0s - loss: 9.1368e-05 - mean_absolute_error: 0.0067 - val_loss: 5.3482e-04 - val_mean_absolute_error: 0.0136 - 248ms/epoch - 2ms/step
## Epoch 245/250
## 135/135 - 0s - loss: 9.1357e-05 - mean_absolute_error: 0.0068 - val_loss: 4.7112e-04 - val_mean_absolute_error: 0.0122 - 251ms/epoch - 2ms/step
## Epoch 246/250
## 135/135 - 0s - loss: 9.6363e-05 - mean_absolute_error: 0.0069 - val_loss: 4.8711e-04 - val_mean_absolute_error: 0.0121 - 233ms/epoch - 2ms/step
## Epoch 247/250
## 135/135 - 0s - loss: 8.9887e-05 - mean_absolute_error: 0.0068 - val_loss: 4.8610e-04 - val_mean_absolute_error: 0.0122 - 234ms/epoch - 2ms/step
## Epoch 248/250
## 135/135 - 0s - loss: 8.9896e-05 - mean_absolute_error: 0.0068 - val_loss: 4.6194e-04 - val_mean_absolute_error: 0.0112 - 220ms/epoch - 2ms/step
## Epoch 249/250
## 135/135 - 0s - loss: 8.9663e-05 - mean_absolute_error: 0.0067 - val_loss: 4.8638e-04 - val_mean_absolute_error: 0.0131 - 225ms/epoch - 2ms/step
## Epoch 250/250
## 135/135 - 0s - loss: 8.5174e-05 - mean_absolute_error: 0.0067 - val_loss: 4.7926e-04 - val_mean_absolute_error: 0.0127 - 232ms/epoch - 2ms/step
## Epoch 1/50
## 122/122 - 1s - loss: 0.0029 - mean_absolute_error: 0.0344 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 882ms/epoch - 7ms/step
## Epoch 2/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 225ms/epoch - 2ms/step
## Epoch 3/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 217ms/epoch - 2ms/step
## Epoch 4/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 213ms/epoch - 2ms/step
## Epoch 5/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 215ms/epoch - 2ms/step
## Epoch 6/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 212ms/epoch - 2ms/step
## Epoch 7/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 219ms/epoch - 2ms/step
## Epoch 8/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 213ms/epoch - 2ms/step
## Epoch 9/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 217ms/epoch - 2ms/step
## Epoch 10/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 215ms/epoch - 2ms/step
## Epoch 11/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 223ms/epoch - 2ms/step
## Epoch 12/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 222ms/epoch - 2ms/step
## Epoch 13/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 215ms/epoch - 2ms/step
## Epoch 14/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 227ms/epoch - 2ms/step
## Epoch 15/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 227ms/epoch - 2ms/step
## Epoch 16/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 235ms/epoch - 2ms/step
## Epoch 17/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 221ms/epoch - 2ms/step
## Epoch 18/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 225ms/epoch - 2ms/step
## Epoch 19/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 219ms/epoch - 2ms/step
## Epoch 20/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 219ms/epoch - 2ms/step
## Epoch 21/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 233ms/epoch - 2ms/step
## Epoch 22/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 232ms/epoch - 2ms/step
## Epoch 23/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 238ms/epoch - 2ms/step
## Epoch 24/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 221ms/epoch - 2ms/step
## Epoch 25/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 211ms/epoch - 2ms/step
## Epoch 26/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 214ms/epoch - 2ms/step
## Epoch 27/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 209ms/epoch - 2ms/step
## Epoch 28/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 209ms/epoch - 2ms/step
## Epoch 29/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 226ms/epoch - 2ms/step
## Epoch 30/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 222ms/epoch - 2ms/step
## Epoch 31/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 208ms/epoch - 2ms/step
## Epoch 32/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 218ms/epoch - 2ms/step
## Epoch 33/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 218ms/epoch - 2ms/step
## Epoch 34/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 219ms/epoch - 2ms/step
## Epoch 35/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 207ms/epoch - 2ms/step
## Epoch 36/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 208ms/epoch - 2ms/step
## Epoch 37/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 218ms/epoch - 2ms/step
## Epoch 38/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 219ms/epoch - 2ms/step
## Epoch 39/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 218ms/epoch - 2ms/step
## Epoch 40/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 212ms/epoch - 2ms/step
## Epoch 41/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 232ms/epoch - 2ms/step
## Epoch 42/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 227ms/epoch - 2ms/step
## Epoch 43/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 225ms/epoch - 2ms/step
## Epoch 44/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 210ms/epoch - 2ms/step
## Epoch 45/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 223ms/epoch - 2ms/step
## Epoch 46/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 222ms/epoch - 2ms/step
## Epoch 47/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 222ms/epoch - 2ms/step
## Epoch 48/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 223ms/epoch - 2ms/step
## Epoch 49/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 219ms/epoch - 2ms/step
## Epoch 50/50
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 227ms/epoch - 2ms/step
## Epoch 1/100
## 122/122 - 1s - loss: 0.0018 - mean_absolute_error: 0.0265 - val_loss: 7.6604e-04 - val_mean_absolute_error: 0.0151 - 877ms/epoch - 7ms/step
## Epoch 2/100
## 122/122 - 0s - loss: 5.3761e-04 - mean_absolute_error: 0.0144 - val_loss: 5.0979e-04 - val_mean_absolute_error: 0.0124 - 234ms/epoch - 2ms/step
## Epoch 3/100
## 122/122 - 0s - loss: 4.5881e-04 - mean_absolute_error: 0.0134 - val_loss: 6.4307e-04 - val_mean_absolute_error: 0.0137 - 232ms/epoch - 2ms/step
## Epoch 4/100
## 122/122 - 0s - loss: 3.9752e-04 - mean_absolute_error: 0.0125 - val_loss: 4.1356e-04 - val_mean_absolute_error: 0.0115 - 225ms/epoch - 2ms/step
## Epoch 5/100
## 122/122 - 0s - loss: 4.0267e-04 - mean_absolute_error: 0.0126 - val_loss: 3.8572e-04 - val_mean_absolute_error: 0.0110 - 219ms/epoch - 2ms/step
## Epoch 6/100
## 122/122 - 0s - loss: 3.5919e-04 - mean_absolute_error: 0.0120 - val_loss: 4.4884e-04 - val_mean_absolute_error: 0.0111 - 220ms/epoch - 2ms/step
## Epoch 7/100
## 122/122 - 0s - loss: 3.4529e-04 - mean_absolute_error: 0.0117 - val_loss: 4.0052e-04 - val_mean_absolute_error: 0.0110 - 228ms/epoch - 2ms/step
## Epoch 8/100
## 122/122 - 0s - loss: 3.1958e-04 - mean_absolute_error: 0.0114 - val_loss: 4.2582e-04 - val_mean_absolute_error: 0.0110 - 225ms/epoch - 2ms/step
## Epoch 9/100
## 122/122 - 0s - loss: 3.2861e-04 - mean_absolute_error: 0.0115 - val_loss: 4.5721e-04 - val_mean_absolute_error: 0.0113 - 220ms/epoch - 2ms/step
## Epoch 10/100
## 122/122 - 0s - loss: 3.0728e-04 - mean_absolute_error: 0.0110 - val_loss: 3.7745e-04 - val_mean_absolute_error: 0.0107 - 215ms/epoch - 2ms/step
## Epoch 11/100
## 122/122 - 0s - loss: 2.9271e-04 - mean_absolute_error: 0.0109 - val_loss: 4.0458e-04 - val_mean_absolute_error: 0.0109 - 220ms/epoch - 2ms/step
## Epoch 12/100
## 122/122 - 0s - loss: 2.9676e-04 - mean_absolute_error: 0.0108 - val_loss: 4.7062e-04 - val_mean_absolute_error: 0.0116 - 240ms/epoch - 2ms/step
## Epoch 13/100
## 122/122 - 0s - loss: 2.6556e-04 - mean_absolute_error: 0.0105 - val_loss: 3.8082e-04 - val_mean_absolute_error: 0.0107 - 223ms/epoch - 2ms/step
## Epoch 14/100
## 122/122 - 0s - loss: 2.8919e-04 - mean_absolute_error: 0.0109 - val_loss: 3.6891e-04 - val_mean_absolute_error: 0.0105 - 227ms/epoch - 2ms/step
## Epoch 15/100
## 122/122 - 0s - loss: 2.6343e-04 - mean_absolute_error: 0.0104 - val_loss: 3.6081e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 16/100
## 122/122 - 0s - loss: 2.9192e-04 - mean_absolute_error: 0.0110 - val_loss: 4.0097e-04 - val_mean_absolute_error: 0.0107 - 217ms/epoch - 2ms/step
## Epoch 17/100
## 122/122 - 0s - loss: 2.4773e-04 - mean_absolute_error: 0.0103 - val_loss: 4.3370e-04 - val_mean_absolute_error: 0.0114 - 231ms/epoch - 2ms/step
## Epoch 18/100
## 122/122 - 0s - loss: 2.3921e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7465e-04 - val_mean_absolute_error: 0.0116 - 208ms/epoch - 2ms/step
## Epoch 19/100
## 122/122 - 0s - loss: 2.8295e-04 - mean_absolute_error: 0.0110 - val_loss: 3.5247e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 20/100
## 122/122 - 0s - loss: 2.3055e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7863e-04 - val_mean_absolute_error: 0.0106 - 220ms/epoch - 2ms/step
## Epoch 21/100
## 122/122 - 0s - loss: 2.2379e-04 - mean_absolute_error: 0.0098 - val_loss: 3.3461e-04 - val_mean_absolute_error: 0.0102 - 213ms/epoch - 2ms/step
## Epoch 22/100
## 122/122 - 0s - loss: 2.3185e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8388e-04 - val_mean_absolute_error: 0.0104 - 219ms/epoch - 2ms/step
## Epoch 23/100
## 122/122 - 0s - loss: 2.2963e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0509e-04 - val_mean_absolute_error: 0.0106 - 213ms/epoch - 2ms/step
## Epoch 24/100
## 122/122 - 0s - loss: 2.2256e-04 - mean_absolute_error: 0.0097 - val_loss: 3.5190e-04 - val_mean_absolute_error: 0.0108 - 218ms/epoch - 2ms/step
## Epoch 25/100
## 122/122 - 0s - loss: 2.5227e-04 - mean_absolute_error: 0.0105 - val_loss: 3.4364e-04 - val_mean_absolute_error: 0.0102 - 222ms/epoch - 2ms/step
## Epoch 26/100
## 122/122 - 0s - loss: 2.1162e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7284e-04 - val_mean_absolute_error: 0.0102 - 211ms/epoch - 2ms/step
## Epoch 27/100
## 122/122 - 0s - loss: 2.0536e-04 - mean_absolute_error: 0.0095 - val_loss: 3.3953e-04 - val_mean_absolute_error: 0.0101 - 208ms/epoch - 2ms/step
## Epoch 28/100
## 122/122 - 0s - loss: 2.0315e-04 - mean_absolute_error: 0.0094 - val_loss: 3.5699e-04 - val_mean_absolute_error: 0.0104 - 229ms/epoch - 2ms/step
## Epoch 29/100
## 122/122 - 0s - loss: 2.0704e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6074e-04 - val_mean_absolute_error: 0.0102 - 215ms/epoch - 2ms/step
## Epoch 30/100
## 122/122 - 0s - loss: 2.0383e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6622e-04 - val_mean_absolute_error: 0.0101 - 222ms/epoch - 2ms/step
## Epoch 31/100
## 122/122 - 0s - loss: 1.9085e-04 - mean_absolute_error: 0.0092 - val_loss: 3.4009e-04 - val_mean_absolute_error: 0.0101 - 211ms/epoch - 2ms/step
## Epoch 32/100
## 122/122 - 0s - loss: 1.8049e-04 - mean_absolute_error: 0.0090 - val_loss: 3.2401e-04 - val_mean_absolute_error: 0.0100 - 216ms/epoch - 2ms/step
## Epoch 33/100
## 122/122 - 0s - loss: 1.8597e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4249e-04 - val_mean_absolute_error: 0.0100 - 228ms/epoch - 2ms/step
## Epoch 34/100
## 122/122 - 0s - loss: 1.8504e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5397e-04 - val_mean_absolute_error: 0.0102 - 224ms/epoch - 2ms/step
## Epoch 35/100
## 122/122 - 0s - loss: 1.8916e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4288e-04 - val_mean_absolute_error: 0.0100 - 222ms/epoch - 2ms/step
## Epoch 36/100
## 122/122 - 0s - loss: 1.8702e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4781e-04 - val_mean_absolute_error: 0.0101 - 213ms/epoch - 2ms/step
## Epoch 37/100
## 122/122 - 0s - loss: 1.8426e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5638e-04 - val_mean_absolute_error: 0.0103 - 228ms/epoch - 2ms/step
## Epoch 38/100
## 122/122 - 0s - loss: 1.8268e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5190e-04 - val_mean_absolute_error: 0.0102 - 215ms/epoch - 2ms/step
## Epoch 39/100
## 122/122 - 0s - loss: 1.7351e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6295e-04 - val_mean_absolute_error: 0.0103 - 230ms/epoch - 2ms/step
## Epoch 40/100
## 122/122 - 0s - loss: 1.8268e-04 - mean_absolute_error: 0.0090 - val_loss: 3.3486e-04 - val_mean_absolute_error: 0.0100 - 234ms/epoch - 2ms/step
## Epoch 41/100
## 122/122 - 0s - loss: 1.7550e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5984e-04 - val_mean_absolute_error: 0.0102 - 228ms/epoch - 2ms/step
## Epoch 42/100
## 122/122 - 0s - loss: 1.8240e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6148e-04 - val_mean_absolute_error: 0.0100 - 213ms/epoch - 2ms/step
## Epoch 43/100
## 122/122 - 0s - loss: 1.6528e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5633e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 44/100
## 122/122 - 0s - loss: 1.7838e-04 - mean_absolute_error: 0.0090 - val_loss: 3.4653e-04 - val_mean_absolute_error: 0.0101 - 233ms/epoch - 2ms/step
## Epoch 45/100
## 122/122 - 0s - loss: 1.7683e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7058e-04 - val_mean_absolute_error: 0.0105 - 217ms/epoch - 2ms/step
## Epoch 46/100
## 122/122 - 0s - loss: 1.8405e-04 - mean_absolute_error: 0.0090 - val_loss: 4.3639e-04 - val_mean_absolute_error: 0.0105 - 230ms/epoch - 2ms/step
## Epoch 47/100
## 122/122 - 0s - loss: 1.7173e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6881e-04 - val_mean_absolute_error: 0.0102 - 215ms/epoch - 2ms/step
## Epoch 48/100
## 122/122 - 0s - loss: 1.7657e-04 - mean_absolute_error: 0.0089 - val_loss: 4.3906e-04 - val_mean_absolute_error: 0.0106 - 224ms/epoch - 2ms/step
## Epoch 49/100
## 122/122 - 0s - loss: 1.7645e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6173e-04 - val_mean_absolute_error: 0.0101 - 233ms/epoch - 2ms/step
## Epoch 50/100
## 122/122 - 0s - loss: 1.6688e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4368e-04 - val_mean_absolute_error: 0.0098 - 219ms/epoch - 2ms/step
## Epoch 51/100
## 122/122 - 0s - loss: 1.6917e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6857e-04 - val_mean_absolute_error: 0.0100 - 219ms/epoch - 2ms/step
## Epoch 52/100
## 122/122 - 0s - loss: 1.6130e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5711e-04 - val_mean_absolute_error: 0.0099 - 216ms/epoch - 2ms/step
## Epoch 53/100
## 122/122 - 0s - loss: 1.6230e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5555e-04 - val_mean_absolute_error: 0.0104 - 231ms/epoch - 2ms/step
## Epoch 54/100
## 122/122 - 0s - loss: 1.5971e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4431e-04 - val_mean_absolute_error: 0.0102 - 213ms/epoch - 2ms/step
## Epoch 55/100
## 122/122 - 0s - loss: 2.1777e-04 - mean_absolute_error: 0.0099 - val_loss: 3.6719e-04 - val_mean_absolute_error: 0.0101 - 220ms/epoch - 2ms/step
## Epoch 56/100
## 122/122 - 0s - loss: 1.8976e-04 - mean_absolute_error: 0.0092 - val_loss: 3.3894e-04 - val_mean_absolute_error: 0.0103 - 226ms/epoch - 2ms/step
## Epoch 57/100
## 122/122 - 0s - loss: 1.6368e-04 - mean_absolute_error: 0.0086 - val_loss: 3.3889e-04 - val_mean_absolute_error: 0.0103 - 218ms/epoch - 2ms/step
## Epoch 58/100
## 122/122 - 0s - loss: 1.5526e-04 - mean_absolute_error: 0.0085 - val_loss: 3.4878e-04 - val_mean_absolute_error: 0.0100 - 270ms/epoch - 2ms/step
## Epoch 59/100
## 122/122 - 0s - loss: 1.5463e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5363e-04 - val_mean_absolute_error: 0.0099 - 228ms/epoch - 2ms/step
## Epoch 60/100
## 122/122 - 0s - loss: 1.6876e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5994e-04 - val_mean_absolute_error: 0.0100 - 209ms/epoch - 2ms/step
## Epoch 61/100
## 122/122 - 0s - loss: 1.5388e-04 - mean_absolute_error: 0.0084 - val_loss: 3.4580e-04 - val_mean_absolute_error: 0.0103 - 216ms/epoch - 2ms/step
## Epoch 62/100
## 122/122 - 0s - loss: 1.5321e-04 - mean_absolute_error: 0.0084 - val_loss: 3.4544e-04 - val_mean_absolute_error: 0.0100 - 217ms/epoch - 2ms/step
## Epoch 63/100
## 122/122 - 0s - loss: 1.5548e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7529e-04 - val_mean_absolute_error: 0.0101 - 319ms/epoch - 3ms/step
## Epoch 64/100
## 122/122 - 0s - loss: 1.7169e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3690e-04 - val_mean_absolute_error: 0.0127 - 215ms/epoch - 2ms/step
## Epoch 65/100
## 122/122 - 0s - loss: 1.5982e-04 - mean_absolute_error: 0.0086 - val_loss: 3.3542e-04 - val_mean_absolute_error: 0.0099 - 212ms/epoch - 2ms/step
## Epoch 66/100
## 122/122 - 0s - loss: 1.5426e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7830e-04 - val_mean_absolute_error: 0.0103 - 217ms/epoch - 2ms/step
## Epoch 67/100
## 122/122 - 0s - loss: 1.4892e-04 - mean_absolute_error: 0.0082 - val_loss: 3.4117e-04 - val_mean_absolute_error: 0.0098 - 218ms/epoch - 2ms/step
## Epoch 68/100
## 122/122 - 0s - loss: 1.5393e-04 - mean_absolute_error: 0.0084 - val_loss: 3.3926e-04 - val_mean_absolute_error: 0.0098 - 221ms/epoch - 2ms/step
## Epoch 69/100
## 122/122 - 0s - loss: 1.4513e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8088e-04 - val_mean_absolute_error: 0.0103 - 213ms/epoch - 2ms/step
## Epoch 70/100
## 122/122 - 0s - loss: 1.4410e-04 - mean_absolute_error: 0.0082 - val_loss: 3.4391e-04 - val_mean_absolute_error: 0.0102 - 282ms/epoch - 2ms/step
## Epoch 71/100
## 122/122 - 0s - loss: 1.5470e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6321e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 72/100
## 122/122 - 0s - loss: 1.5145e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6639e-04 - val_mean_absolute_error: 0.0103 - 223ms/epoch - 2ms/step
## Epoch 73/100
## 122/122 - 0s - loss: 1.6122e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9587e-04 - val_mean_absolute_error: 0.0101 - 234ms/epoch - 2ms/step
## Epoch 74/100
## 122/122 - 0s - loss: 1.4652e-04 - mean_absolute_error: 0.0083 - val_loss: 3.4363e-04 - val_mean_absolute_error: 0.0098 - 225ms/epoch - 2ms/step
## Epoch 75/100
## 122/122 - 0s - loss: 1.4219e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7774e-04 - val_mean_absolute_error: 0.0101 - 217ms/epoch - 2ms/step
## Epoch 76/100
## 122/122 - 0s - loss: 1.4956e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6083e-04 - val_mean_absolute_error: 0.0099 - 236ms/epoch - 2ms/step
## Epoch 77/100
## 122/122 - 0s - loss: 1.4313e-04 - mean_absolute_error: 0.0082 - val_loss: 3.5326e-04 - val_mean_absolute_error: 0.0102 - 232ms/epoch - 2ms/step
## Epoch 78/100
## 122/122 - 0s - loss: 1.3966e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7637e-04 - val_mean_absolute_error: 0.0102 - 229ms/epoch - 2ms/step
## Epoch 79/100
## 122/122 - 0s - loss: 1.4242e-04 - mean_absolute_error: 0.0081 - val_loss: 3.3552e-04 - val_mean_absolute_error: 0.0099 - 227ms/epoch - 2ms/step
## Epoch 80/100
## 122/122 - 0s - loss: 1.4424e-04 - mean_absolute_error: 0.0081 - val_loss: 3.5193e-04 - val_mean_absolute_error: 0.0099 - 217ms/epoch - 2ms/step
## Epoch 81/100
## 122/122 - 0s - loss: 1.4267e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7077e-04 - val_mean_absolute_error: 0.0102 - 214ms/epoch - 2ms/step
## Epoch 82/100
## 122/122 - 0s - loss: 1.3630e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6766e-04 - val_mean_absolute_error: 0.0099 - 225ms/epoch - 2ms/step
## Epoch 83/100
## 122/122 - 0s - loss: 1.4212e-04 - mean_absolute_error: 0.0081 - val_loss: 3.4639e-04 - val_mean_absolute_error: 0.0101 - 232ms/epoch - 2ms/step
## Epoch 84/100
## 122/122 - 0s - loss: 1.4688e-04 - mean_absolute_error: 0.0083 - val_loss: 3.5369e-04 - val_mean_absolute_error: 0.0100 - 226ms/epoch - 2ms/step
## Epoch 85/100
## 122/122 - 0s - loss: 1.4448e-04 - mean_absolute_error: 0.0082 - val_loss: 3.5793e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 86/100
## 122/122 - 0s - loss: 1.4190e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7448e-04 - val_mean_absolute_error: 0.0100 - 234ms/epoch - 2ms/step
## Epoch 87/100
## 122/122 - 0s - loss: 1.4106e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7365e-04 - val_mean_absolute_error: 0.0101 - 222ms/epoch - 2ms/step
## Epoch 88/100
## 122/122 - 0s - loss: 1.3634e-04 - mean_absolute_error: 0.0080 - val_loss: 3.6021e-04 - val_mean_absolute_error: 0.0101 - 223ms/epoch - 2ms/step
## Epoch 89/100
## 122/122 - 0s - loss: 1.5478e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7615e-04 - val_mean_absolute_error: 0.0102 - 222ms/epoch - 2ms/step
## Epoch 90/100
## 122/122 - 0s - loss: 1.3561e-04 - mean_absolute_error: 0.0080 - val_loss: 3.4034e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 91/100
## 122/122 - 0s - loss: 1.4537e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0085e-04 - val_mean_absolute_error: 0.0113 - 219ms/epoch - 2ms/step
## Epoch 92/100
## 122/122 - 0s - loss: 1.4387e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8248e-04 - val_mean_absolute_error: 0.0103 - 212ms/epoch - 2ms/step
## Epoch 93/100
## 122/122 - 0s - loss: 1.3676e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1759e-04 - val_mean_absolute_error: 0.0111 - 211ms/epoch - 2ms/step
## Epoch 94/100
## 122/122 - 0s - loss: 1.3698e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5288e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 95/100
## 122/122 - 0s - loss: 1.3397e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1422e-04 - val_mean_absolute_error: 0.0103 - 209ms/epoch - 2ms/step
## Epoch 96/100
## 122/122 - 0s - loss: 1.3219e-04 - mean_absolute_error: 0.0078 - val_loss: 3.5868e-04 - val_mean_absolute_error: 0.0099 - 212ms/epoch - 2ms/step
## Epoch 97/100
## 122/122 - 0s - loss: 1.3053e-04 - mean_absolute_error: 0.0078 - val_loss: 3.3931e-04 - val_mean_absolute_error: 0.0102 - 271ms/epoch - 2ms/step
## Epoch 98/100
## 122/122 - 0s - loss: 1.4127e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0349e-04 - val_mean_absolute_error: 0.0101 - 213ms/epoch - 2ms/step
## Epoch 99/100
## 122/122 - 0s - loss: 1.3441e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2330e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 100/100
## 122/122 - 0s - loss: 1.2582e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9833e-04 - val_mean_absolute_error: 0.0101 - 216ms/epoch - 2ms/step
## Epoch 1/150
## 122/122 - 1s - loss: 0.0018 - mean_absolute_error: 0.0266 - val_loss: 6.7000e-04 - val_mean_absolute_error: 0.0156 - 842ms/epoch - 7ms/step
## Epoch 2/150
## 122/122 - 0s - loss: 5.5548e-04 - mean_absolute_error: 0.0154 - val_loss: 5.9919e-04 - val_mean_absolute_error: 0.0136 - 289ms/epoch - 2ms/step
## Epoch 3/150
## 122/122 - 0s - loss: 4.5774e-04 - mean_absolute_error: 0.0137 - val_loss: 4.6550e-04 - val_mean_absolute_error: 0.0122 - 220ms/epoch - 2ms/step
## Epoch 4/150
## 122/122 - 0s - loss: 4.3597e-04 - mean_absolute_error: 0.0133 - val_loss: 5.0928e-04 - val_mean_absolute_error: 0.0117 - 227ms/epoch - 2ms/step
## Epoch 5/150
## 122/122 - 0s - loss: 3.6723e-04 - mean_absolute_error: 0.0123 - val_loss: 4.0406e-04 - val_mean_absolute_error: 0.0113 - 241ms/epoch - 2ms/step
## Epoch 6/150
## 122/122 - 0s - loss: 3.4820e-04 - mean_absolute_error: 0.0119 - val_loss: 4.5374e-04 - val_mean_absolute_error: 0.0116 - 224ms/epoch - 2ms/step
## Epoch 7/150
## 122/122 - 0s - loss: 3.3648e-04 - mean_absolute_error: 0.0116 - val_loss: 4.9895e-04 - val_mean_absolute_error: 0.0120 - 222ms/epoch - 2ms/step
## Epoch 8/150
## 122/122 - 0s - loss: 3.3916e-04 - mean_absolute_error: 0.0116 - val_loss: 4.0358e-04 - val_mean_absolute_error: 0.0110 - 218ms/epoch - 2ms/step
## Epoch 9/150
## 122/122 - 0s - loss: 3.0852e-04 - mean_absolute_error: 0.0113 - val_loss: 3.9540e-04 - val_mean_absolute_error: 0.0109 - 215ms/epoch - 2ms/step
## Epoch 10/150
## 122/122 - 0s - loss: 3.1727e-04 - mean_absolute_error: 0.0114 - val_loss: 3.9706e-04 - val_mean_absolute_error: 0.0123 - 217ms/epoch - 2ms/step
## Epoch 11/150
## 122/122 - 0s - loss: 2.8651e-04 - mean_absolute_error: 0.0109 - val_loss: 3.8112e-04 - val_mean_absolute_error: 0.0116 - 228ms/epoch - 2ms/step
## Epoch 12/150
## 122/122 - 0s - loss: 2.7721e-04 - mean_absolute_error: 0.0108 - val_loss: 4.2483e-04 - val_mean_absolute_error: 0.0109 - 227ms/epoch - 2ms/step
## Epoch 13/150
## 122/122 - 0s - loss: 2.5575e-04 - mean_absolute_error: 0.0104 - val_loss: 4.0415e-04 - val_mean_absolute_error: 0.0110 - 225ms/epoch - 2ms/step
## Epoch 14/150
## 122/122 - 0s - loss: 2.5512e-04 - mean_absolute_error: 0.0105 - val_loss: 3.4536e-04 - val_mean_absolute_error: 0.0104 - 219ms/epoch - 2ms/step
## Epoch 15/150
## 122/122 - 0s - loss: 3.0782e-04 - mean_absolute_error: 0.0112 - val_loss: 3.6090e-04 - val_mean_absolute_error: 0.0105 - 222ms/epoch - 2ms/step
## Epoch 16/150
## 122/122 - 0s - loss: 2.6974e-04 - mean_absolute_error: 0.0106 - val_loss: 3.9796e-04 - val_mean_absolute_error: 0.0117 - 220ms/epoch - 2ms/step
## Epoch 17/150
## 122/122 - 0s - loss: 2.4343e-04 - mean_absolute_error: 0.0103 - val_loss: 3.6852e-04 - val_mean_absolute_error: 0.0103 - 220ms/epoch - 2ms/step
## Epoch 18/150
## 122/122 - 0s - loss: 2.5079e-04 - mean_absolute_error: 0.0102 - val_loss: 3.4976e-04 - val_mean_absolute_error: 0.0102 - 210ms/epoch - 2ms/step
## Epoch 19/150
## 122/122 - 0s - loss: 2.1754e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7555e-04 - val_mean_absolute_error: 0.0103 - 218ms/epoch - 2ms/step
## Epoch 20/150
## 122/122 - 0s - loss: 2.2935e-04 - mean_absolute_error: 0.0099 - val_loss: 3.7511e-04 - val_mean_absolute_error: 0.0106 - 230ms/epoch - 2ms/step
## Epoch 21/150
## 122/122 - 0s - loss: 2.1162e-04 - mean_absolute_error: 0.0096 - val_loss: 3.9073e-04 - val_mean_absolute_error: 0.0107 - 255ms/epoch - 2ms/step
## Epoch 22/150
## 122/122 - 0s - loss: 2.1357e-04 - mean_absolute_error: 0.0097 - val_loss: 3.6829e-04 - val_mean_absolute_error: 0.0105 - 274ms/epoch - 2ms/step
## Epoch 23/150
## 122/122 - 0s - loss: 2.1321e-04 - mean_absolute_error: 0.0095 - val_loss: 3.5790e-04 - val_mean_absolute_error: 0.0101 - 224ms/epoch - 2ms/step
## Epoch 24/150
## 122/122 - 0s - loss: 2.1017e-04 - mean_absolute_error: 0.0096 - val_loss: 4.0516e-04 - val_mean_absolute_error: 0.0104 - 228ms/epoch - 2ms/step
## Epoch 25/150
## 122/122 - 0s - loss: 1.9790e-04 - mean_absolute_error: 0.0094 - val_loss: 3.4884e-04 - val_mean_absolute_error: 0.0100 - 264ms/epoch - 2ms/step
## Epoch 26/150
## 122/122 - 0s - loss: 2.0224e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6913e-04 - val_mean_absolute_error: 0.0107 - 217ms/epoch - 2ms/step
## Epoch 27/150
## 122/122 - 0s - loss: 2.0637e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6759e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 28/150
## 122/122 - 0s - loss: 1.9581e-04 - mean_absolute_error: 0.0093 - val_loss: 4.4849e-04 - val_mean_absolute_error: 0.0110 - 224ms/epoch - 2ms/step
## Epoch 29/150
## 122/122 - 0s - loss: 2.0785e-04 - mean_absolute_error: 0.0098 - val_loss: 3.6636e-04 - val_mean_absolute_error: 0.0101 - 222ms/epoch - 2ms/step
## Epoch 30/150
## 122/122 - 0s - loss: 1.9137e-04 - mean_absolute_error: 0.0093 - val_loss: 3.4649e-04 - val_mean_absolute_error: 0.0101 - 219ms/epoch - 2ms/step
## Epoch 31/150
## 122/122 - 0s - loss: 1.9666e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7829e-04 - val_mean_absolute_error: 0.0104 - 216ms/epoch - 2ms/step
## Epoch 32/150
## 122/122 - 0s - loss: 1.9132e-04 - mean_absolute_error: 0.0094 - val_loss: 3.5365e-04 - val_mean_absolute_error: 0.0101 - 232ms/epoch - 2ms/step
## Epoch 33/150
## 122/122 - 0s - loss: 1.7610e-04 - mean_absolute_error: 0.0090 - val_loss: 3.4494e-04 - val_mean_absolute_error: 0.0102 - 223ms/epoch - 2ms/step
## Epoch 34/150
## 122/122 - 0s - loss: 1.8787e-04 - mean_absolute_error: 0.0092 - val_loss: 3.5906e-04 - val_mean_absolute_error: 0.0102 - 215ms/epoch - 2ms/step
## Epoch 35/150
## 122/122 - 0s - loss: 1.7870e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5903e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 36/150
## 122/122 - 0s - loss: 1.8412e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6342e-04 - val_mean_absolute_error: 0.0101 - 232ms/epoch - 2ms/step
## Epoch 37/150
## 122/122 - 0s - loss: 1.7878e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6882e-04 - val_mean_absolute_error: 0.0101 - 225ms/epoch - 2ms/step
## Epoch 38/150
## 122/122 - 0s - loss: 1.8208e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8571e-04 - val_mean_absolute_error: 0.0103 - 222ms/epoch - 2ms/step
## Epoch 39/150
## 122/122 - 0s - loss: 1.7418e-04 - mean_absolute_error: 0.0089 - val_loss: 3.4317e-04 - val_mean_absolute_error: 0.0104 - 212ms/epoch - 2ms/step
## Epoch 40/150
## 122/122 - 0s - loss: 1.7962e-04 - mean_absolute_error: 0.0090 - val_loss: 4.4558e-04 - val_mean_absolute_error: 0.0108 - 217ms/epoch - 2ms/step
## Epoch 41/150
## 122/122 - 0s - loss: 1.7196e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8644e-04 - val_mean_absolute_error: 0.0107 - 217ms/epoch - 2ms/step
## Epoch 42/150
## 122/122 - 0s - loss: 1.7403e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7396e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 43/150
## 122/122 - 0s - loss: 1.6357e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7312e-04 - val_mean_absolute_error: 0.0101 - 219ms/epoch - 2ms/step
## Epoch 44/150
## 122/122 - 0s - loss: 1.7027e-04 - mean_absolute_error: 0.0088 - val_loss: 4.3029e-04 - val_mean_absolute_error: 0.0106 - 216ms/epoch - 2ms/step
## Epoch 45/150
## 122/122 - 0s - loss: 1.6735e-04 - mean_absolute_error: 0.0088 - val_loss: 3.4378e-04 - val_mean_absolute_error: 0.0098 - 216ms/epoch - 2ms/step
## Epoch 46/150
## 122/122 - 0s - loss: 1.6275e-04 - mean_absolute_error: 0.0088 - val_loss: 3.4981e-04 - val_mean_absolute_error: 0.0103 - 223ms/epoch - 2ms/step
## Epoch 47/150
## 122/122 - 0s - loss: 1.7338e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6474e-04 - val_mean_absolute_error: 0.0101 - 230ms/epoch - 2ms/step
## Epoch 48/150
## 122/122 - 0s - loss: 1.6309e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0122e-04 - val_mean_absolute_error: 0.0102 - 211ms/epoch - 2ms/step
## Epoch 49/150
## 122/122 - 0s - loss: 1.7007e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5826e-04 - val_mean_absolute_error: 0.0102 - 209ms/epoch - 2ms/step
## Epoch 50/150
## 122/122 - 0s - loss: 1.5614e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5970e-04 - val_mean_absolute_error: 0.0100 - 226ms/epoch - 2ms/step
## Epoch 51/150
## 122/122 - 0s - loss: 1.6272e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7520e-04 - val_mean_absolute_error: 0.0100 - 214ms/epoch - 2ms/step
## Epoch 52/150
## 122/122 - 0s - loss: 1.5459e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6831e-04 - val_mean_absolute_error: 0.0102 - 214ms/epoch - 2ms/step
## Epoch 53/150
## 122/122 - 0s - loss: 1.5445e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5280e-04 - val_mean_absolute_error: 0.0101 - 215ms/epoch - 2ms/step
## Epoch 54/150
## 122/122 - 0s - loss: 1.4490e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7688e-04 - val_mean_absolute_error: 0.0104 - 224ms/epoch - 2ms/step
## Epoch 55/150
## 122/122 - 0s - loss: 1.5729e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9398e-04 - val_mean_absolute_error: 0.0100 - 223ms/epoch - 2ms/step
## Epoch 56/150
## 122/122 - 0s - loss: 1.5675e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0391e-04 - val_mean_absolute_error: 0.0103 - 224ms/epoch - 2ms/step
## Epoch 57/150
## 122/122 - 0s - loss: 1.6473e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7510e-04 - val_mean_absolute_error: 0.0101 - 212ms/epoch - 2ms/step
## Epoch 58/150
## 122/122 - 0s - loss: 1.4364e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9038e-04 - val_mean_absolute_error: 0.0106 - 217ms/epoch - 2ms/step
## Epoch 59/150
## 122/122 - 0s - loss: 1.4868e-04 - mean_absolute_error: 0.0083 - val_loss: 3.4924e-04 - val_mean_absolute_error: 0.0099 - 220ms/epoch - 2ms/step
## Epoch 60/150
## 122/122 - 0s - loss: 1.5058e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0141e-04 - val_mean_absolute_error: 0.0103 - 215ms/epoch - 2ms/step
## Epoch 61/150
## 122/122 - 0s - loss: 1.5569e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9232e-04 - val_mean_absolute_error: 0.0107 - 275ms/epoch - 2ms/step
## Epoch 62/150
## 122/122 - 0s - loss: 1.5892e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8460e-04 - val_mean_absolute_error: 0.0102 - 221ms/epoch - 2ms/step
## Epoch 63/150
## 122/122 - 0s - loss: 1.5325e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7635e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 64/150
## 122/122 - 0s - loss: 1.4599e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6056e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 65/150
## 122/122 - 0s - loss: 1.4283e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6642e-04 - val_mean_absolute_error: 0.0105 - 234ms/epoch - 2ms/step
## Epoch 66/150
## 122/122 - 0s - loss: 1.5130e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9110e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 67/150
## 122/122 - 0s - loss: 1.5102e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0789e-04 - val_mean_absolute_error: 0.0102 - 219ms/epoch - 2ms/step
## Epoch 68/150
## 122/122 - 0s - loss: 1.3600e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7618e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 69/150
## 122/122 - 0s - loss: 1.4556e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0991e-04 - val_mean_absolute_error: 0.0104 - 216ms/epoch - 2ms/step
## Epoch 70/150
## 122/122 - 0s - loss: 1.4164e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8243e-04 - val_mean_absolute_error: 0.0102 - 210ms/epoch - 2ms/step
## Epoch 71/150
## 122/122 - 0s - loss: 1.3711e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6593e-04 - val_mean_absolute_error: 0.0100 - 215ms/epoch - 2ms/step
## Epoch 72/150
## 122/122 - 0s - loss: 1.4098e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7433e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 73/150
## 122/122 - 0s - loss: 1.3677e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8943e-04 - val_mean_absolute_error: 0.0101 - 214ms/epoch - 2ms/step
## Epoch 74/150
## 122/122 - 0s - loss: 1.3321e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0434e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 75/150
## 122/122 - 0s - loss: 1.4109e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7288e-04 - val_mean_absolute_error: 0.0100 - 254ms/epoch - 2ms/step
## Epoch 76/150
## 122/122 - 0s - loss: 1.3280e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8910e-04 - val_mean_absolute_error: 0.0103 - 217ms/epoch - 2ms/step
## Epoch 77/150
## 122/122 - 0s - loss: 1.4307e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7311e-04 - val_mean_absolute_error: 0.0104 - 216ms/epoch - 2ms/step
## Epoch 78/150
## 122/122 - 0s - loss: 1.3899e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2035e-04 - val_mean_absolute_error: 0.0103 - 213ms/epoch - 2ms/step
## Epoch 79/150
## 122/122 - 0s - loss: 1.3613e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9132e-04 - val_mean_absolute_error: 0.0102 - 217ms/epoch - 2ms/step
## Epoch 80/150
## 122/122 - 0s - loss: 1.2887e-04 - mean_absolute_error: 0.0079 - val_loss: 3.6371e-04 - val_mean_absolute_error: 0.0100 - 211ms/epoch - 2ms/step
## Epoch 81/150
## 122/122 - 0s - loss: 1.3079e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2320e-04 - val_mean_absolute_error: 0.0106 - 207ms/epoch - 2ms/step
## Epoch 82/150
## 122/122 - 0s - loss: 1.3152e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0345e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 83/150
## 122/122 - 0s - loss: 1.3720e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7311e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 84/150
## 122/122 - 0s - loss: 1.3082e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1018e-04 - val_mean_absolute_error: 0.0106 - 208ms/epoch - 2ms/step
## Epoch 85/150
## 122/122 - 0s - loss: 1.3415e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1174e-04 - val_mean_absolute_error: 0.0100 - 218ms/epoch - 2ms/step
## Epoch 86/150
## 122/122 - 0s - loss: 1.3163e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9241e-04 - val_mean_absolute_error: 0.0104 - 223ms/epoch - 2ms/step
## Epoch 87/150
## 122/122 - 0s - loss: 1.2966e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9012e-04 - val_mean_absolute_error: 0.0104 - 208ms/epoch - 2ms/step
## Epoch 88/150
## 122/122 - 0s - loss: 1.2547e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8683e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 89/150
## 122/122 - 0s - loss: 1.2852e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0857e-04 - val_mean_absolute_error: 0.0106 - 210ms/epoch - 2ms/step
## Epoch 90/150
## 122/122 - 0s - loss: 1.3157e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0198e-04 - val_mean_absolute_error: 0.0101 - 217ms/epoch - 2ms/step
## Epoch 91/150
## 122/122 - 0s - loss: 1.3068e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9287e-04 - val_mean_absolute_error: 0.0103 - 218ms/epoch - 2ms/step
## Epoch 92/150
## 122/122 - 0s - loss: 1.3322e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0773e-04 - val_mean_absolute_error: 0.0100 - 224ms/epoch - 2ms/step
## Epoch 93/150
## 122/122 - 0s - loss: 1.2835e-04 - mean_absolute_error: 0.0078 - val_loss: 4.8056e-04 - val_mean_absolute_error: 0.0105 - 221ms/epoch - 2ms/step
## Epoch 94/150
## 122/122 - 0s - loss: 1.3615e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9503e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 95/150
## 122/122 - 0s - loss: 1.2497e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0016e-04 - val_mean_absolute_error: 0.0104 - 213ms/epoch - 2ms/step
## Epoch 96/150
## 122/122 - 0s - loss: 1.4054e-04 - mean_absolute_error: 0.0080 - val_loss: 3.6628e-04 - val_mean_absolute_error: 0.0100 - 220ms/epoch - 2ms/step
## Epoch 97/150
## 122/122 - 0s - loss: 1.3608e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7206e-04 - val_mean_absolute_error: 0.0101 - 220ms/epoch - 2ms/step
## Epoch 98/150
## 122/122 - 0s - loss: 1.2599e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9724e-04 - val_mean_absolute_error: 0.0102 - 219ms/epoch - 2ms/step
## Epoch 99/150
## 122/122 - 0s - loss: 1.2607e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8634e-04 - val_mean_absolute_error: 0.0112 - 219ms/epoch - 2ms/step
## Epoch 100/150
## 122/122 - 0s - loss: 1.3465e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9423e-04 - val_mean_absolute_error: 0.0104 - 223ms/epoch - 2ms/step
## Epoch 101/150
## 122/122 - 0s - loss: 1.2429e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0683e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 102/150
## 122/122 - 0s - loss: 1.1969e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2643e-04 - val_mean_absolute_error: 0.0103 - 214ms/epoch - 2ms/step
## Epoch 103/150
## 122/122 - 0s - loss: 1.1651e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8353e-04 - val_mean_absolute_error: 0.0099 - 219ms/epoch - 2ms/step
## Epoch 104/150
## 122/122 - 0s - loss: 1.2042e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0307e-04 - val_mean_absolute_error: 0.0102 - 217ms/epoch - 2ms/step
## Epoch 105/150
## 122/122 - 0s - loss: 1.1984e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1178e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 106/150
## 122/122 - 0s - loss: 1.1341e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9075e-04 - val_mean_absolute_error: 0.0100 - 216ms/epoch - 2ms/step
## Epoch 107/150
## 122/122 - 0s - loss: 1.1635e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7206e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 108/150
## 122/122 - 0s - loss: 1.1832e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8045e-04 - val_mean_absolute_error: 0.0107 - 236ms/epoch - 2ms/step
## Epoch 109/150
## 122/122 - 0s - loss: 1.1552e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7034e-04 - val_mean_absolute_error: 0.0100 - 223ms/epoch - 2ms/step
## Epoch 110/150
## 122/122 - 0s - loss: 1.2414e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8952e-04 - val_mean_absolute_error: 0.0101 - 213ms/epoch - 2ms/step
## Epoch 111/150
## 122/122 - 0s - loss: 1.1030e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8520e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 112/150
## 122/122 - 0s - loss: 1.1710e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0155e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 113/150
## 122/122 - 0s - loss: 1.3358e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1022e-04 - val_mean_absolute_error: 0.0099 - 227ms/epoch - 2ms/step
## Epoch 114/150
## 122/122 - 0s - loss: 1.1430e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9424e-04 - val_mean_absolute_error: 0.0101 - 220ms/epoch - 2ms/step
## Epoch 115/150
## 122/122 - 0s - loss: 1.1768e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8395e-04 - val_mean_absolute_error: 0.0100 - 219ms/epoch - 2ms/step
## Epoch 116/150
## 122/122 - 0s - loss: 1.2072e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1895e-04 - val_mean_absolute_error: 0.0117 - 213ms/epoch - 2ms/step
## Epoch 117/150
## 122/122 - 0s - loss: 1.2570e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0596e-04 - val_mean_absolute_error: 0.0100 - 224ms/epoch - 2ms/step
## Epoch 118/150
## 122/122 - 0s - loss: 1.3613e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9094e-04 - val_mean_absolute_error: 0.0097 - 219ms/epoch - 2ms/step
## Epoch 119/150
## 122/122 - 0s - loss: 1.1581e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9937e-04 - val_mean_absolute_error: 0.0100 - 217ms/epoch - 2ms/step
## Epoch 120/150
## 122/122 - 0s - loss: 1.1573e-04 - mean_absolute_error: 0.0075 - val_loss: 3.7250e-04 - val_mean_absolute_error: 0.0101 - 215ms/epoch - 2ms/step
## Epoch 121/150
## 122/122 - 0s - loss: 1.1602e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9804e-04 - val_mean_absolute_error: 0.0101 - 221ms/epoch - 2ms/step
## Epoch 122/150
## 122/122 - 0s - loss: 1.1336e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0392e-04 - val_mean_absolute_error: 0.0102 - 231ms/epoch - 2ms/step
## Epoch 123/150
## 122/122 - 0s - loss: 1.1480e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3427e-04 - val_mean_absolute_error: 0.0101 - 225ms/epoch - 2ms/step
## Epoch 124/150
## 122/122 - 0s - loss: 1.2417e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0679e-04 - val_mean_absolute_error: 0.0110 - 220ms/epoch - 2ms/step
## Epoch 125/150
## 122/122 - 0s - loss: 1.2864e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9005e-04 - val_mean_absolute_error: 0.0101 - 218ms/epoch - 2ms/step
## Epoch 126/150
## 122/122 - 0s - loss: 1.2388e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0055e-04 - val_mean_absolute_error: 0.0104 - 232ms/epoch - 2ms/step
## Epoch 127/150
## 122/122 - 0s - loss: 1.1399e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8498e-04 - val_mean_absolute_error: 0.0102 - 219ms/epoch - 2ms/step
## Epoch 128/150
## 122/122 - 0s - loss: 1.1367e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8320e-04 - val_mean_absolute_error: 0.0101 - 217ms/epoch - 2ms/step
## Epoch 129/150
## 122/122 - 0s - loss: 1.1237e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2352e-04 - val_mean_absolute_error: 0.0101 - 215ms/epoch - 2ms/step
## Epoch 130/150
## 122/122 - 0s - loss: 1.1966e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9367e-04 - val_mean_absolute_error: 0.0103 - 221ms/epoch - 2ms/step
## Epoch 131/150
## 122/122 - 0s - loss: 1.1351e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8516e-04 - val_mean_absolute_error: 0.0100 - 216ms/epoch - 2ms/step
## Epoch 132/150
## 122/122 - 0s - loss: 1.1350e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9224e-04 - val_mean_absolute_error: 0.0102 - 216ms/epoch - 2ms/step
## Epoch 133/150
## 122/122 - 0s - loss: 1.1117e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6321e-04 - val_mean_absolute_error: 0.0106 - 212ms/epoch - 2ms/step
## Epoch 134/150
## 122/122 - 0s - loss: 1.1233e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0043e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 135/150
## 122/122 - 0s - loss: 1.1059e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9197e-04 - val_mean_absolute_error: 0.0100 - 229ms/epoch - 2ms/step
## Epoch 136/150
## 122/122 - 0s - loss: 1.1118e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1325e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 137/150
## 122/122 - 0s - loss: 1.2732e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9410e-04 - val_mean_absolute_error: 0.0105 - 238ms/epoch - 2ms/step
## Epoch 138/150
## 122/122 - 0s - loss: 1.1239e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3044e-04 - val_mean_absolute_error: 0.0105 - 219ms/epoch - 2ms/step
## Epoch 139/150
## 122/122 - 0s - loss: 1.0876e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9986e-04 - val_mean_absolute_error: 0.0101 - 213ms/epoch - 2ms/step
## Epoch 140/150
## 122/122 - 0s - loss: 1.0737e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2297e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 141/150
## 122/122 - 0s - loss: 1.1229e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1497e-04 - val_mean_absolute_error: 0.0104 - 230ms/epoch - 2ms/step
## Epoch 142/150
## 122/122 - 0s - loss: 1.0708e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0996e-04 - val_mean_absolute_error: 0.0101 - 250ms/epoch - 2ms/step
## Epoch 143/150
## 122/122 - 0s - loss: 1.0385e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2282e-04 - val_mean_absolute_error: 0.0100 - 218ms/epoch - 2ms/step
## Epoch 144/150
## 122/122 - 0s - loss: 1.0564e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3150e-04 - val_mean_absolute_error: 0.0102 - 222ms/epoch - 2ms/step
## Epoch 145/150
## 122/122 - 0s - loss: 1.1702e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4517e-04 - val_mean_absolute_error: 0.0125 - 229ms/epoch - 2ms/step
## Epoch 146/150
## 122/122 - 0s - loss: 1.1916e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4371e-04 - val_mean_absolute_error: 0.0104 - 255ms/epoch - 2ms/step
## Epoch 147/150
## 122/122 - 0s - loss: 1.1128e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0686e-04 - val_mean_absolute_error: 0.0100 - 227ms/epoch - 2ms/step
## Epoch 148/150
## 122/122 - 0s - loss: 1.0919e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0882e-04 - val_mean_absolute_error: 0.0102 - 216ms/epoch - 2ms/step
## Epoch 149/150
## 122/122 - 0s - loss: 1.0464e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3700e-04 - val_mean_absolute_error: 0.0106 - 208ms/epoch - 2ms/step
## Epoch 150/150
## 122/122 - 0s - loss: 1.0389e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9417e-04 - val_mean_absolute_error: 0.0101 - 223ms/epoch - 2ms/step
## Epoch 1/200
## 122/122 - 1s - loss: 0.0028 - mean_absolute_error: 0.0344 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 861ms/epoch - 7ms/step
## Epoch 2/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 227ms/epoch - 2ms/step
## Epoch 3/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 211ms/epoch - 2ms/step
## Epoch 4/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 210ms/epoch - 2ms/step
## Epoch 5/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 219ms/epoch - 2ms/step
## Epoch 6/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 302ms/epoch - 2ms/step
## Epoch 7/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 242ms/epoch - 2ms/step
## Epoch 8/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 232ms/epoch - 2ms/step
## Epoch 9/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 219ms/epoch - 2ms/step
## Epoch 10/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 215ms/epoch - 2ms/step
## Epoch 11/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 214ms/epoch - 2ms/step
## Epoch 12/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 224ms/epoch - 2ms/step
## Epoch 13/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 217ms/epoch - 2ms/step
## Epoch 14/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 223ms/epoch - 2ms/step
## Epoch 15/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 221ms/epoch - 2ms/step
## Epoch 16/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 230ms/epoch - 2ms/step
## Epoch 17/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 253ms/epoch - 2ms/step
## Epoch 18/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 223ms/epoch - 2ms/step
## Epoch 19/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 216ms/epoch - 2ms/step
## Epoch 20/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 215ms/epoch - 2ms/step
## Epoch 21/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 224ms/epoch - 2ms/step
## Epoch 22/200
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 211ms/epoch - 2ms/step
## Epoch 23/200
## 122/122 - 0s - loss: 0.0017 - mean_absolute_error: 0.0253 - val_loss: 0.0013 - val_mean_absolute_error: 0.0195 - 253ms/epoch - 2ms/step
## Epoch 24/200
## 122/122 - 0s - loss: 8.6429e-04 - mean_absolute_error: 0.0170 - val_loss: 8.8781e-04 - val_mean_absolute_error: 0.0163 - 217ms/epoch - 2ms/step
## Epoch 25/200
## 122/122 - 0s - loss: 6.0356e-04 - mean_absolute_error: 0.0144 - val_loss: 6.9945e-04 - val_mean_absolute_error: 0.0133 - 212ms/epoch - 2ms/step
## Epoch 26/200
## 122/122 - 0s - loss: 5.2344e-04 - mean_absolute_error: 0.0138 - val_loss: 6.7487e-04 - val_mean_absolute_error: 0.0147 - 214ms/epoch - 2ms/step
## Epoch 27/200
## 122/122 - 0s - loss: 4.4009e-04 - mean_absolute_error: 0.0126 - val_loss: 6.1824e-04 - val_mean_absolute_error: 0.0142 - 212ms/epoch - 2ms/step
## Epoch 28/200
## 122/122 - 0s - loss: 4.1216e-04 - mean_absolute_error: 0.0124 - val_loss: 5.2194e-04 - val_mean_absolute_error: 0.0113 - 222ms/epoch - 2ms/step
## Epoch 29/200
## 122/122 - 0s - loss: 3.6937e-04 - mean_absolute_error: 0.0118 - val_loss: 5.7019e-04 - val_mean_absolute_error: 0.0139 - 219ms/epoch - 2ms/step
## Epoch 30/200
## 122/122 - 0s - loss: 3.6314e-04 - mean_absolute_error: 0.0118 - val_loss: 5.2264e-04 - val_mean_absolute_error: 0.0119 - 216ms/epoch - 2ms/step
## Epoch 31/200
## 122/122 - 0s - loss: 3.6613e-04 - mean_absolute_error: 0.0120 - val_loss: 6.6390e-04 - val_mean_absolute_error: 0.0178 - 213ms/epoch - 2ms/step
## Epoch 32/200
## 122/122 - 0s - loss: 3.3077e-04 - mean_absolute_error: 0.0113 - val_loss: 5.3066e-04 - val_mean_absolute_error: 0.0136 - 229ms/epoch - 2ms/step
## Epoch 33/200
## 122/122 - 0s - loss: 3.1307e-04 - mean_absolute_error: 0.0111 - val_loss: 5.9343e-04 - val_mean_absolute_error: 0.0159 - 214ms/epoch - 2ms/step
## Epoch 34/200
## 122/122 - 0s - loss: 2.9380e-04 - mean_absolute_error: 0.0108 - val_loss: 5.6859e-04 - val_mean_absolute_error: 0.0157 - 214ms/epoch - 2ms/step
## Epoch 35/200
## 122/122 - 0s - loss: 2.7888e-04 - mean_absolute_error: 0.0107 - val_loss: 6.3487e-04 - val_mean_absolute_error: 0.0174 - 221ms/epoch - 2ms/step
## Epoch 36/200
## 122/122 - 0s - loss: 2.7049e-04 - mean_absolute_error: 0.0105 - val_loss: 4.8777e-04 - val_mean_absolute_error: 0.0113 - 224ms/epoch - 2ms/step
## Epoch 37/200
## 122/122 - 0s - loss: 2.8409e-04 - mean_absolute_error: 0.0110 - val_loss: 5.3239e-04 - val_mean_absolute_error: 0.0137 - 223ms/epoch - 2ms/step
## Epoch 38/200
## 122/122 - 0s - loss: 2.6055e-04 - mean_absolute_error: 0.0104 - val_loss: 5.5279e-04 - val_mean_absolute_error: 0.0150 - 216ms/epoch - 2ms/step
## Epoch 39/200
## 122/122 - 0s - loss: 2.5722e-04 - mean_absolute_error: 0.0104 - val_loss: 7.1779e-04 - val_mean_absolute_error: 0.0197 - 216ms/epoch - 2ms/step
## Epoch 40/200
## 122/122 - 0s - loss: 2.5207e-04 - mean_absolute_error: 0.0103 - val_loss: 5.0648e-04 - val_mean_absolute_error: 0.0140 - 216ms/epoch - 2ms/step
## Epoch 41/200
## 122/122 - 0s - loss: 2.3357e-04 - mean_absolute_error: 0.0100 - val_loss: 5.1667e-04 - val_mean_absolute_error: 0.0142 - 221ms/epoch - 2ms/step
## Epoch 42/200
## 122/122 - 0s - loss: 2.3331e-04 - mean_absolute_error: 0.0101 - val_loss: 7.2174e-04 - val_mean_absolute_error: 0.0204 - 208ms/epoch - 2ms/step
## Epoch 43/200
## 122/122 - 0s - loss: 2.2517e-04 - mean_absolute_error: 0.0098 - val_loss: 5.3437e-04 - val_mean_absolute_error: 0.0152 - 209ms/epoch - 2ms/step
## Epoch 44/200
## 122/122 - 0s - loss: 2.2114e-04 - mean_absolute_error: 0.0098 - val_loss: 5.4527e-04 - val_mean_absolute_error: 0.0155 - 216ms/epoch - 2ms/step
## Epoch 45/200
## 122/122 - 0s - loss: 2.1471e-04 - mean_absolute_error: 0.0097 - val_loss: 6.1991e-04 - val_mean_absolute_error: 0.0175 - 225ms/epoch - 2ms/step
## Epoch 46/200
## 122/122 - 0s - loss: 2.0994e-04 - mean_absolute_error: 0.0097 - val_loss: 5.7907e-04 - val_mean_absolute_error: 0.0164 - 220ms/epoch - 2ms/step
## Epoch 47/200
## 122/122 - 0s - loss: 2.2153e-04 - mean_absolute_error: 0.0099 - val_loss: 4.4877e-04 - val_mean_absolute_error: 0.0115 - 218ms/epoch - 2ms/step
## Epoch 48/200
## 122/122 - 0s - loss: 2.0564e-04 - mean_absolute_error: 0.0098 - val_loss: 5.1544e-04 - val_mean_absolute_error: 0.0142 - 212ms/epoch - 2ms/step
## Epoch 49/200
## 122/122 - 0s - loss: 2.0316e-04 - mean_absolute_error: 0.0095 - val_loss: 5.9168e-04 - val_mean_absolute_error: 0.0169 - 224ms/epoch - 2ms/step
## Epoch 50/200
## 122/122 - 0s - loss: 2.0697e-04 - mean_absolute_error: 0.0096 - val_loss: 4.2563e-04 - val_mean_absolute_error: 0.0105 - 213ms/epoch - 2ms/step
## Epoch 51/200
## 122/122 - 0s - loss: 2.1165e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5079e-04 - val_mean_absolute_error: 0.0120 - 226ms/epoch - 2ms/step
## Epoch 52/200
## 122/122 - 0s - loss: 2.0052e-04 - mean_absolute_error: 0.0096 - val_loss: 4.8600e-04 - val_mean_absolute_error: 0.0138 - 212ms/epoch - 2ms/step
## Epoch 53/200
## 122/122 - 0s - loss: 1.9026e-04 - mean_absolute_error: 0.0092 - val_loss: 5.0584e-04 - val_mean_absolute_error: 0.0146 - 219ms/epoch - 2ms/step
## Epoch 54/200
## 122/122 - 0s - loss: 1.8842e-04 - mean_absolute_error: 0.0093 - val_loss: 6.1741e-04 - val_mean_absolute_error: 0.0179 - 222ms/epoch - 2ms/step
## Epoch 55/200
## 122/122 - 0s - loss: 1.9661e-04 - mean_absolute_error: 0.0096 - val_loss: 5.1305e-04 - val_mean_absolute_error: 0.0144 - 223ms/epoch - 2ms/step
## Epoch 56/200
## 122/122 - 0s - loss: 1.8366e-04 - mean_absolute_error: 0.0092 - val_loss: 4.4657e-04 - val_mean_absolute_error: 0.0117 - 227ms/epoch - 2ms/step
## Epoch 57/200
## 122/122 - 0s - loss: 1.8815e-04 - mean_absolute_error: 0.0094 - val_loss: 4.7314e-04 - val_mean_absolute_error: 0.0132 - 209ms/epoch - 2ms/step
## Epoch 58/200
## 122/122 - 0s - loss: 1.8091e-04 - mean_absolute_error: 0.0091 - val_loss: 4.4355e-04 - val_mean_absolute_error: 0.0125 - 224ms/epoch - 2ms/step
## Epoch 59/200
## 122/122 - 0s - loss: 1.7536e-04 - mean_absolute_error: 0.0091 - val_loss: 5.3400e-04 - val_mean_absolute_error: 0.0158 - 224ms/epoch - 2ms/step
## Epoch 60/200
## 122/122 - 0s - loss: 1.7726e-04 - mean_absolute_error: 0.0090 - val_loss: 6.2294e-04 - val_mean_absolute_error: 0.0184 - 228ms/epoch - 2ms/step
## Epoch 61/200
## 122/122 - 0s - loss: 1.8357e-04 - mean_absolute_error: 0.0093 - val_loss: 4.6117e-04 - val_mean_absolute_error: 0.0134 - 212ms/epoch - 2ms/step
## Epoch 62/200
## 122/122 - 0s - loss: 1.7968e-04 - mean_absolute_error: 0.0092 - val_loss: 7.8817e-04 - val_mean_absolute_error: 0.0226 - 210ms/epoch - 2ms/step
## Epoch 63/200
## 122/122 - 0s - loss: 1.9609e-04 - mean_absolute_error: 0.0097 - val_loss: 4.8161e-04 - val_mean_absolute_error: 0.0130 - 220ms/epoch - 2ms/step
## Epoch 64/200
## 122/122 - 0s - loss: 1.7937e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2723e-04 - val_mean_absolute_error: 0.0110 - 221ms/epoch - 2ms/step
## Epoch 65/200
## 122/122 - 0s - loss: 1.6693e-04 - mean_absolute_error: 0.0090 - val_loss: 6.9172e-04 - val_mean_absolute_error: 0.0201 - 218ms/epoch - 2ms/step
## Epoch 66/200
## 122/122 - 0s - loss: 1.7096e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5679e-04 - val_mean_absolute_error: 0.0126 - 213ms/epoch - 2ms/step
## Epoch 67/200
## 122/122 - 0s - loss: 1.6642e-04 - mean_absolute_error: 0.0088 - val_loss: 5.6362e-04 - val_mean_absolute_error: 0.0165 - 209ms/epoch - 2ms/step
## Epoch 68/200
## 122/122 - 0s - loss: 1.6558e-04 - mean_absolute_error: 0.0089 - val_loss: 4.9438e-04 - val_mean_absolute_error: 0.0139 - 218ms/epoch - 2ms/step
## Epoch 69/200
## 122/122 - 0s - loss: 1.6960e-04 - mean_absolute_error: 0.0088 - val_loss: 5.5889e-04 - val_mean_absolute_error: 0.0162 - 213ms/epoch - 2ms/step
## Epoch 70/200
## 122/122 - 0s - loss: 1.6134e-04 - mean_absolute_error: 0.0087 - val_loss: 5.4185e-04 - val_mean_absolute_error: 0.0159 - 224ms/epoch - 2ms/step
## Epoch 71/200
## 122/122 - 0s - loss: 1.5959e-04 - mean_absolute_error: 0.0087 - val_loss: 4.7092e-04 - val_mean_absolute_error: 0.0129 - 230ms/epoch - 2ms/step
## Epoch 72/200
## 122/122 - 0s - loss: 1.6120e-04 - mean_absolute_error: 0.0088 - val_loss: 5.6248e-04 - val_mean_absolute_error: 0.0163 - 216ms/epoch - 2ms/step
## Epoch 73/200
## 122/122 - 0s - loss: 1.5681e-04 - mean_absolute_error: 0.0087 - val_loss: 5.1370e-04 - val_mean_absolute_error: 0.0146 - 220ms/epoch - 2ms/step
## Epoch 74/200
## 122/122 - 0s - loss: 1.6301e-04 - mean_absolute_error: 0.0089 - val_loss: 5.3471e-04 - val_mean_absolute_error: 0.0154 - 222ms/epoch - 2ms/step
## Epoch 75/200
## 122/122 - 0s - loss: 1.6171e-04 - mean_absolute_error: 0.0089 - val_loss: 5.1166e-04 - val_mean_absolute_error: 0.0145 - 213ms/epoch - 2ms/step
## Epoch 76/200
## 122/122 - 0s - loss: 1.6170e-04 - mean_absolute_error: 0.0088 - val_loss: 5.5319e-04 - val_mean_absolute_error: 0.0158 - 220ms/epoch - 2ms/step
## Epoch 77/200
## 122/122 - 0s - loss: 1.6904e-04 - mean_absolute_error: 0.0090 - val_loss: 6.0037e-04 - val_mean_absolute_error: 0.0171 - 218ms/epoch - 2ms/step
## Epoch 78/200
## 122/122 - 0s - loss: 1.5705e-04 - mean_absolute_error: 0.0087 - val_loss: 7.0850e-04 - val_mean_absolute_error: 0.0202 - 213ms/epoch - 2ms/step
## Epoch 79/200
## 122/122 - 0s - loss: 1.5908e-04 - mean_absolute_error: 0.0089 - val_loss: 5.4388e-04 - val_mean_absolute_error: 0.0155 - 218ms/epoch - 2ms/step
## Epoch 80/200
## 122/122 - 0s - loss: 1.5687e-04 - mean_absolute_error: 0.0086 - val_loss: 5.8970e-04 - val_mean_absolute_error: 0.0171 - 216ms/epoch - 2ms/step
## Epoch 81/200
## 122/122 - 0s - loss: 1.4936e-04 - mean_absolute_error: 0.0086 - val_loss: 7.1610e-04 - val_mean_absolute_error: 0.0207 - 216ms/epoch - 2ms/step
## Epoch 82/200
## 122/122 - 0s - loss: 1.5168e-04 - mean_absolute_error: 0.0087 - val_loss: 6.5591e-04 - val_mean_absolute_error: 0.0190 - 220ms/epoch - 2ms/step
## Epoch 83/200
## 122/122 - 0s - loss: 1.5643e-04 - mean_absolute_error: 0.0087 - val_loss: 4.2377e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 84/200
## 122/122 - 0s - loss: 1.5459e-04 - mean_absolute_error: 0.0089 - val_loss: 5.0814e-04 - val_mean_absolute_error: 0.0144 - 220ms/epoch - 2ms/step
## Epoch 85/200
## 122/122 - 0s - loss: 1.4598e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4986e-04 - val_mean_absolute_error: 0.0114 - 226ms/epoch - 2ms/step
## Epoch 86/200
## 122/122 - 0s - loss: 1.5603e-04 - mean_absolute_error: 0.0088 - val_loss: 6.3489e-04 - val_mean_absolute_error: 0.0184 - 215ms/epoch - 2ms/step
## Epoch 87/200
## 122/122 - 0s - loss: 1.5020e-04 - mean_absolute_error: 0.0087 - val_loss: 5.1989e-04 - val_mean_absolute_error: 0.0148 - 221ms/epoch - 2ms/step
## Epoch 88/200
## 122/122 - 0s - loss: 1.3968e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6299e-04 - val_mean_absolute_error: 0.0118 - 222ms/epoch - 2ms/step
## Epoch 89/200
## 122/122 - 0s - loss: 1.6075e-04 - mean_absolute_error: 0.0088 - val_loss: 5.0919e-04 - val_mean_absolute_error: 0.0140 - 218ms/epoch - 2ms/step
## Epoch 90/200
## 122/122 - 0s - loss: 1.4260e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6025e-04 - val_mean_absolute_error: 0.0116 - 223ms/epoch - 2ms/step
## Epoch 91/200
## 122/122 - 0s - loss: 1.4032e-04 - mean_absolute_error: 0.0083 - val_loss: 4.5448e-04 - val_mean_absolute_error: 0.0104 - 220ms/epoch - 2ms/step
## Epoch 92/200
## 122/122 - 0s - loss: 1.4355e-04 - mean_absolute_error: 0.0085 - val_loss: 5.4108e-04 - val_mean_absolute_error: 0.0139 - 211ms/epoch - 2ms/step
## Epoch 93/200
## 122/122 - 0s - loss: 1.4121e-04 - mean_absolute_error: 0.0083 - val_loss: 4.9492e-04 - val_mean_absolute_error: 0.0138 - 209ms/epoch - 2ms/step
## Epoch 94/200
## 122/122 - 0s - loss: 1.3933e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6783e-04 - val_mean_absolute_error: 0.0127 - 211ms/epoch - 2ms/step
## Epoch 95/200
## 122/122 - 0s - loss: 1.4805e-04 - mean_absolute_error: 0.0086 - val_loss: 4.6723e-04 - val_mean_absolute_error: 0.0125 - 216ms/epoch - 2ms/step
## Epoch 96/200
## 122/122 - 0s - loss: 1.4100e-04 - mean_absolute_error: 0.0084 - val_loss: 5.9920e-04 - val_mean_absolute_error: 0.0178 - 227ms/epoch - 2ms/step
## Epoch 97/200
## 122/122 - 0s - loss: 1.4914e-04 - mean_absolute_error: 0.0085 - val_loss: 7.3217e-04 - val_mean_absolute_error: 0.0210 - 221ms/epoch - 2ms/step
## Epoch 98/200
## 122/122 - 0s - loss: 1.4178e-04 - mean_absolute_error: 0.0085 - val_loss: 7.9229e-04 - val_mean_absolute_error: 0.0226 - 217ms/epoch - 2ms/step
## Epoch 99/200
## 122/122 - 0s - loss: 1.4463e-04 - mean_absolute_error: 0.0086 - val_loss: 5.0973e-04 - val_mean_absolute_error: 0.0140 - 218ms/epoch - 2ms/step
## Epoch 100/200
## 122/122 - 0s - loss: 1.3835e-04 - mean_absolute_error: 0.0083 - val_loss: 5.2502e-04 - val_mean_absolute_error: 0.0150 - 215ms/epoch - 2ms/step
## Epoch 101/200
## 122/122 - 0s - loss: 1.3123e-04 - mean_absolute_error: 0.0081 - val_loss: 4.8571e-04 - val_mean_absolute_error: 0.0136 - 214ms/epoch - 2ms/step
## Epoch 102/200
## 122/122 - 0s - loss: 1.3438e-04 - mean_absolute_error: 0.0082 - val_loss: 6.0734e-04 - val_mean_absolute_error: 0.0176 - 213ms/epoch - 2ms/step
## Epoch 103/200
## 122/122 - 0s - loss: 1.4866e-04 - mean_absolute_error: 0.0085 - val_loss: 4.4755e-04 - val_mean_absolute_error: 0.0118 - 218ms/epoch - 2ms/step
## Epoch 104/200
## 122/122 - 0s - loss: 1.3552e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6508e-04 - val_mean_absolute_error: 0.0105 - 219ms/epoch - 2ms/step
## Epoch 105/200
## 122/122 - 0s - loss: 1.5290e-04 - mean_absolute_error: 0.0088 - val_loss: 4.6913e-04 - val_mean_absolute_error: 0.0135 - 217ms/epoch - 2ms/step
## Epoch 106/200
## 122/122 - 0s - loss: 1.4052e-04 - mean_absolute_error: 0.0083 - val_loss: 5.6451e-04 - val_mean_absolute_error: 0.0163 - 218ms/epoch - 2ms/step
## Epoch 107/200
## 122/122 - 0s - loss: 1.3186e-04 - mean_absolute_error: 0.0082 - val_loss: 4.4655e-04 - val_mean_absolute_error: 0.0114 - 230ms/epoch - 2ms/step
## Epoch 108/200
## 122/122 - 0s - loss: 1.3807e-04 - mean_absolute_error: 0.0084 - val_loss: 5.8269e-04 - val_mean_absolute_error: 0.0168 - 219ms/epoch - 2ms/step
## Epoch 109/200
## 122/122 - 0s - loss: 1.2949e-04 - mean_absolute_error: 0.0081 - val_loss: 5.0867e-04 - val_mean_absolute_error: 0.0141 - 215ms/epoch - 2ms/step
## Epoch 110/200
## 122/122 - 0s - loss: 1.3022e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9877e-04 - val_mean_absolute_error: 0.0138 - 218ms/epoch - 2ms/step
## Epoch 111/200
## 122/122 - 0s - loss: 1.2919e-04 - mean_absolute_error: 0.0081 - val_loss: 5.4462e-04 - val_mean_absolute_error: 0.0154 - 221ms/epoch - 2ms/step
## Epoch 112/200
## 122/122 - 0s - loss: 1.3130e-04 - mean_absolute_error: 0.0082 - val_loss: 4.7879e-04 - val_mean_absolute_error: 0.0125 - 217ms/epoch - 2ms/step
## Epoch 113/200
## 122/122 - 0s - loss: 1.3148e-04 - mean_absolute_error: 0.0082 - val_loss: 6.4990e-04 - val_mean_absolute_error: 0.0183 - 224ms/epoch - 2ms/step
## Epoch 114/200
## 122/122 - 0s - loss: 1.2828e-04 - mean_absolute_error: 0.0081 - val_loss: 4.8254e-04 - val_mean_absolute_error: 0.0121 - 235ms/epoch - 2ms/step
## Epoch 115/200
## 122/122 - 0s - loss: 1.3534e-04 - mean_absolute_error: 0.0082 - val_loss: 5.5403e-04 - val_mean_absolute_error: 0.0155 - 209ms/epoch - 2ms/step
## Epoch 116/200
## 122/122 - 0s - loss: 1.3323e-04 - mean_absolute_error: 0.0081 - val_loss: 5.4319e-04 - val_mean_absolute_error: 0.0152 - 214ms/epoch - 2ms/step
## Epoch 117/200
## 122/122 - 0s - loss: 1.3077e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5727e-04 - val_mean_absolute_error: 0.0109 - 218ms/epoch - 2ms/step
## Epoch 118/200
## 122/122 - 0s - loss: 1.3579e-04 - mean_absolute_error: 0.0083 - val_loss: 4.9394e-04 - val_mean_absolute_error: 0.0133 - 218ms/epoch - 2ms/step
## Epoch 119/200
## 122/122 - 0s - loss: 1.3255e-04 - mean_absolute_error: 0.0081 - val_loss: 5.1003e-04 - val_mean_absolute_error: 0.0137 - 217ms/epoch - 2ms/step
## Epoch 120/200
## 122/122 - 0s - loss: 1.3029e-04 - mean_absolute_error: 0.0082 - val_loss: 5.8027e-04 - val_mean_absolute_error: 0.0165 - 223ms/epoch - 2ms/step
## Epoch 121/200
## 122/122 - 0s - loss: 1.2139e-04 - mean_absolute_error: 0.0079 - val_loss: 5.1827e-04 - val_mean_absolute_error: 0.0147 - 212ms/epoch - 2ms/step
## Epoch 122/200
## 122/122 - 0s - loss: 1.2385e-04 - mean_absolute_error: 0.0080 - val_loss: 5.3109e-04 - val_mean_absolute_error: 0.0152 - 213ms/epoch - 2ms/step
## Epoch 123/200
## 122/122 - 0s - loss: 1.3155e-04 - mean_absolute_error: 0.0082 - val_loss: 5.0218e-04 - val_mean_absolute_error: 0.0134 - 220ms/epoch - 2ms/step
## Epoch 124/200
## 122/122 - 0s - loss: 1.2754e-04 - mean_absolute_error: 0.0080 - val_loss: 6.7061e-04 - val_mean_absolute_error: 0.0187 - 221ms/epoch - 2ms/step
## Epoch 125/200
## 122/122 - 0s - loss: 1.2445e-04 - mean_absolute_error: 0.0080 - val_loss: 5.7182e-04 - val_mean_absolute_error: 0.0155 - 213ms/epoch - 2ms/step
## Epoch 126/200
## 122/122 - 0s - loss: 1.2639e-04 - mean_absolute_error: 0.0081 - val_loss: 5.6852e-04 - val_mean_absolute_error: 0.0163 - 217ms/epoch - 2ms/step
## Epoch 127/200
## 122/122 - 0s - loss: 1.2454e-04 - mean_absolute_error: 0.0080 - val_loss: 4.7713e-04 - val_mean_absolute_error: 0.0128 - 221ms/epoch - 2ms/step
## Epoch 128/200
## 122/122 - 0s - loss: 1.2731e-04 - mean_absolute_error: 0.0080 - val_loss: 5.5158e-04 - val_mean_absolute_error: 0.0148 - 217ms/epoch - 2ms/step
## Epoch 129/200
## 122/122 - 0s - loss: 1.2455e-04 - mean_absolute_error: 0.0079 - val_loss: 6.5391e-04 - val_mean_absolute_error: 0.0189 - 219ms/epoch - 2ms/step
## Epoch 130/200
## 122/122 - 0s - loss: 1.2816e-04 - mean_absolute_error: 0.0080 - val_loss: 4.8395e-04 - val_mean_absolute_error: 0.0131 - 214ms/epoch - 2ms/step
## Epoch 131/200
## 122/122 - 0s - loss: 1.1854e-04 - mean_absolute_error: 0.0078 - val_loss: 4.6031e-04 - val_mean_absolute_error: 0.0108 - 223ms/epoch - 2ms/step
## Epoch 132/200
## 122/122 - 0s - loss: 1.2323e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5223e-04 - val_mean_absolute_error: 0.0116 - 218ms/epoch - 2ms/step
## Epoch 133/200
## 122/122 - 0s - loss: 1.2840e-04 - mean_absolute_error: 0.0081 - val_loss: 5.8858e-04 - val_mean_absolute_error: 0.0166 - 217ms/epoch - 2ms/step
## Epoch 134/200
## 122/122 - 0s - loss: 1.2556e-04 - mean_absolute_error: 0.0080 - val_loss: 5.7869e-04 - val_mean_absolute_error: 0.0165 - 218ms/epoch - 2ms/step
## Epoch 135/200
## 122/122 - 0s - loss: 1.2530e-04 - mean_absolute_error: 0.0079 - val_loss: 5.3483e-04 - val_mean_absolute_error: 0.0146 - 219ms/epoch - 2ms/step
## Epoch 136/200
## 122/122 - 0s - loss: 1.2733e-04 - mean_absolute_error: 0.0081 - val_loss: 4.9871e-04 - val_mean_absolute_error: 0.0132 - 219ms/epoch - 2ms/step
## Epoch 137/200
## 122/122 - 0s - loss: 1.1868e-04 - mean_absolute_error: 0.0079 - val_loss: 5.7183e-04 - val_mean_absolute_error: 0.0158 - 219ms/epoch - 2ms/step
## Epoch 138/200
## 122/122 - 0s - loss: 1.3131e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3966e-04 - val_mean_absolute_error: 0.0113 - 218ms/epoch - 2ms/step
## Epoch 139/200
## 122/122 - 0s - loss: 1.2646e-04 - mean_absolute_error: 0.0081 - val_loss: 5.0449e-04 - val_mean_absolute_error: 0.0137 - 210ms/epoch - 2ms/step
## Epoch 140/200
## 122/122 - 0s - loss: 1.1693e-04 - mean_absolute_error: 0.0077 - val_loss: 5.7245e-04 - val_mean_absolute_error: 0.0162 - 206ms/epoch - 2ms/step
## Epoch 141/200
## 122/122 - 0s - loss: 1.2178e-04 - mean_absolute_error: 0.0080 - val_loss: 5.9409e-04 - val_mean_absolute_error: 0.0167 - 215ms/epoch - 2ms/step
## Epoch 142/200
## 122/122 - 0s - loss: 1.2167e-04 - mean_absolute_error: 0.0079 - val_loss: 5.6692e-04 - val_mean_absolute_error: 0.0156 - 218ms/epoch - 2ms/step
## Epoch 143/200
## 122/122 - 0s - loss: 1.1951e-04 - mean_absolute_error: 0.0079 - val_loss: 4.6682e-04 - val_mean_absolute_error: 0.0112 - 218ms/epoch - 2ms/step
## Epoch 144/200
## 122/122 - 0s - loss: 1.2573e-04 - mean_absolute_error: 0.0079 - val_loss: 6.7819e-04 - val_mean_absolute_error: 0.0195 - 209ms/epoch - 2ms/step
## Epoch 145/200
## 122/122 - 0s - loss: 1.2298e-04 - mean_absolute_error: 0.0080 - val_loss: 5.1841e-04 - val_mean_absolute_error: 0.0148 - 205ms/epoch - 2ms/step
## Epoch 146/200
## 122/122 - 0s - loss: 1.2008e-04 - mean_absolute_error: 0.0078 - val_loss: 6.4616e-04 - val_mean_absolute_error: 0.0182 - 220ms/epoch - 2ms/step
## Epoch 147/200
## 122/122 - 0s - loss: 1.1978e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4689e-04 - val_mean_absolute_error: 0.0102 - 217ms/epoch - 2ms/step
## Epoch 148/200
## 122/122 - 0s - loss: 1.2423e-04 - mean_absolute_error: 0.0080 - val_loss: 5.5221e-04 - val_mean_absolute_error: 0.0154 - 230ms/epoch - 2ms/step
## Epoch 149/200
## 122/122 - 0s - loss: 1.1644e-04 - mean_absolute_error: 0.0077 - val_loss: 5.2527e-04 - val_mean_absolute_error: 0.0134 - 224ms/epoch - 2ms/step
## Epoch 150/200
## 122/122 - 0s - loss: 1.2152e-04 - mean_absolute_error: 0.0080 - val_loss: 6.3703e-04 - val_mean_absolute_error: 0.0182 - 213ms/epoch - 2ms/step
## Epoch 151/200
## 122/122 - 0s - loss: 1.1660e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7851e-04 - val_mean_absolute_error: 0.0125 - 225ms/epoch - 2ms/step
## Epoch 152/200
## 122/122 - 0s - loss: 1.1667e-04 - mean_absolute_error: 0.0078 - val_loss: 6.6368e-04 - val_mean_absolute_error: 0.0187 - 212ms/epoch - 2ms/step
## Epoch 153/200
## 122/122 - 0s - loss: 1.1602e-04 - mean_absolute_error: 0.0078 - val_loss: 5.3193e-04 - val_mean_absolute_error: 0.0144 - 209ms/epoch - 2ms/step
## Epoch 154/200
## 122/122 - 0s - loss: 1.1819e-04 - mean_absolute_error: 0.0078 - val_loss: 5.3697e-04 - val_mean_absolute_error: 0.0146 - 205ms/epoch - 2ms/step
## Epoch 155/200
## 122/122 - 0s - loss: 1.1697e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5909e-04 - val_mean_absolute_error: 0.0106 - 216ms/epoch - 2ms/step
## Epoch 156/200
## 122/122 - 0s - loss: 1.2625e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8860e-04 - val_mean_absolute_error: 0.0132 - 216ms/epoch - 2ms/step
## Epoch 157/200
## 122/122 - 0s - loss: 1.1782e-04 - mean_absolute_error: 0.0078 - val_loss: 5.6485e-04 - val_mean_absolute_error: 0.0157 - 226ms/epoch - 2ms/step
## Epoch 158/200
## 122/122 - 0s - loss: 1.1570e-04 - mean_absolute_error: 0.0077 - val_loss: 4.9361e-04 - val_mean_absolute_error: 0.0130 - 222ms/epoch - 2ms/step
## Epoch 159/200
## 122/122 - 0s - loss: 1.1659e-04 - mean_absolute_error: 0.0077 - val_loss: 5.5690e-04 - val_mean_absolute_error: 0.0149 - 225ms/epoch - 2ms/step
## Epoch 160/200
## 122/122 - 0s - loss: 1.1318e-04 - mean_absolute_error: 0.0076 - val_loss: 7.2428e-04 - val_mean_absolute_error: 0.0207 - 227ms/epoch - 2ms/step
## Epoch 161/200
## 122/122 - 0s - loss: 1.1865e-04 - mean_absolute_error: 0.0079 - val_loss: 5.3295e-04 - val_mean_absolute_error: 0.0145 - 219ms/epoch - 2ms/step
## Epoch 162/200
## 122/122 - 0s - loss: 1.2395e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5404e-04 - val_mean_absolute_error: 0.0102 - 213ms/epoch - 2ms/step
## Epoch 163/200
## 122/122 - 0s - loss: 1.2405e-04 - mean_absolute_error: 0.0081 - val_loss: 6.5588e-04 - val_mean_absolute_error: 0.0186 - 217ms/epoch - 2ms/step
## Epoch 164/200
## 122/122 - 0s - loss: 1.1758e-04 - mean_absolute_error: 0.0078 - val_loss: 5.3974e-04 - val_mean_absolute_error: 0.0143 - 224ms/epoch - 2ms/step
## Epoch 165/200
## 122/122 - 0s - loss: 1.1471e-04 - mean_absolute_error: 0.0077 - val_loss: 6.0864e-04 - val_mean_absolute_error: 0.0166 - 213ms/epoch - 2ms/step
## Epoch 166/200
## 122/122 - 0s - loss: 1.1547e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7604e-04 - val_mean_absolute_error: 0.0108 - 212ms/epoch - 2ms/step
## Epoch 167/200
## 122/122 - 0s - loss: 1.2364e-04 - mean_absolute_error: 0.0080 - val_loss: 4.7992e-04 - val_mean_absolute_error: 0.0132 - 223ms/epoch - 2ms/step
## Epoch 168/200
## 122/122 - 0s - loss: 1.1456e-04 - mean_absolute_error: 0.0077 - val_loss: 6.3238e-04 - val_mean_absolute_error: 0.0180 - 220ms/epoch - 2ms/step
## Epoch 169/200
## 122/122 - 0s - loss: 1.1309e-04 - mean_absolute_error: 0.0077 - val_loss: 6.7214e-04 - val_mean_absolute_error: 0.0185 - 223ms/epoch - 2ms/step
## Epoch 170/200
## 122/122 - 0s - loss: 1.1173e-04 - mean_absolute_error: 0.0076 - val_loss: 4.8200e-04 - val_mean_absolute_error: 0.0120 - 227ms/epoch - 2ms/step
## Epoch 171/200
## 122/122 - 0s - loss: 1.1849e-04 - mean_absolute_error: 0.0078 - val_loss: 5.2143e-04 - val_mean_absolute_error: 0.0143 - 227ms/epoch - 2ms/step
## Epoch 172/200
## 122/122 - 0s - loss: 1.1092e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7961e-04 - val_mean_absolute_error: 0.0128 - 210ms/epoch - 2ms/step
## Epoch 173/200
## 122/122 - 0s - loss: 1.1349e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4054e-04 - val_mean_absolute_error: 0.0147 - 211ms/epoch - 2ms/step
## Epoch 174/200
## 122/122 - 0s - loss: 1.1013e-04 - mean_absolute_error: 0.0076 - val_loss: 4.9357e-04 - val_mean_absolute_error: 0.0129 - 222ms/epoch - 2ms/step
## Epoch 175/200
## 122/122 - 0s - loss: 1.1089e-04 - mean_absolute_error: 0.0076 - val_loss: 5.6864e-04 - val_mean_absolute_error: 0.0162 - 214ms/epoch - 2ms/step
## Epoch 176/200
## 122/122 - 0s - loss: 1.0907e-04 - mean_absolute_error: 0.0076 - val_loss: 4.8452e-04 - val_mean_absolute_error: 0.0123 - 212ms/epoch - 2ms/step
## Epoch 177/200
## 122/122 - 0s - loss: 1.1511e-04 - mean_absolute_error: 0.0078 - val_loss: 5.5993e-04 - val_mean_absolute_error: 0.0144 - 221ms/epoch - 2ms/step
## Epoch 178/200
## 122/122 - 0s - loss: 1.1863e-04 - mean_absolute_error: 0.0078 - val_loss: 5.1603e-04 - val_mean_absolute_error: 0.0143 - 218ms/epoch - 2ms/step
## Epoch 179/200
## 122/122 - 0s - loss: 1.1678e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6226e-04 - val_mean_absolute_error: 0.0111 - 224ms/epoch - 2ms/step
## Epoch 180/200
## 122/122 - 0s - loss: 1.2533e-04 - mean_absolute_error: 0.0081 - val_loss: 6.4625e-04 - val_mean_absolute_error: 0.0184 - 218ms/epoch - 2ms/step
## Epoch 181/200
## 122/122 - 0s - loss: 1.2083e-04 - mean_absolute_error: 0.0077 - val_loss: 4.8309e-04 - val_mean_absolute_error: 0.0128 - 215ms/epoch - 2ms/step
## Epoch 182/200
## 122/122 - 0s - loss: 1.1675e-04 - mean_absolute_error: 0.0077 - val_loss: 5.2882e-04 - val_mean_absolute_error: 0.0146 - 218ms/epoch - 2ms/step
## Epoch 183/200
## 122/122 - 0s - loss: 1.1639e-04 - mean_absolute_error: 0.0077 - val_loss: 5.8029e-04 - val_mean_absolute_error: 0.0162 - 224ms/epoch - 2ms/step
## Epoch 184/200
## 122/122 - 0s - loss: 1.1316e-04 - mean_absolute_error: 0.0076 - val_loss: 6.0824e-04 - val_mean_absolute_error: 0.0172 - 218ms/epoch - 2ms/step
## Epoch 185/200
## 122/122 - 0s - loss: 1.1089e-04 - mean_absolute_error: 0.0076 - val_loss: 5.1510e-04 - val_mean_absolute_error: 0.0137 - 223ms/epoch - 2ms/step
## Epoch 186/200
## 122/122 - 0s - loss: 1.1000e-04 - mean_absolute_error: 0.0075 - val_loss: 5.9355e-04 - val_mean_absolute_error: 0.0159 - 223ms/epoch - 2ms/step
## Epoch 187/200
## 122/122 - 0s - loss: 1.1095e-04 - mean_absolute_error: 0.0076 - val_loss: 5.4059e-04 - val_mean_absolute_error: 0.0146 - 227ms/epoch - 2ms/step
## Epoch 188/200
## 122/122 - 0s - loss: 1.1127e-04 - mean_absolute_error: 0.0076 - val_loss: 6.2080e-04 - val_mean_absolute_error: 0.0171 - 222ms/epoch - 2ms/step
## Epoch 189/200
## 122/122 - 0s - loss: 1.1245e-04 - mean_absolute_error: 0.0076 - val_loss: 7.0421e-04 - val_mean_absolute_error: 0.0195 - 215ms/epoch - 2ms/step
## Epoch 190/200
## 122/122 - 0s - loss: 1.1461e-04 - mean_absolute_error: 0.0077 - val_loss: 4.9686e-04 - val_mean_absolute_error: 0.0126 - 213ms/epoch - 2ms/step
## Epoch 191/200
## 122/122 - 0s - loss: 1.0974e-04 - mean_absolute_error: 0.0075 - val_loss: 5.9256e-04 - val_mean_absolute_error: 0.0163 - 224ms/epoch - 2ms/step
## Epoch 192/200
## 122/122 - 0s - loss: 1.0814e-04 - mean_absolute_error: 0.0075 - val_loss: 4.6682e-04 - val_mean_absolute_error: 0.0115 - 223ms/epoch - 2ms/step
## Epoch 193/200
## 122/122 - 0s - loss: 1.1424e-04 - mean_absolute_error: 0.0077 - val_loss: 4.9903e-04 - val_mean_absolute_error: 0.0123 - 224ms/epoch - 2ms/step
## Epoch 194/200
## 122/122 - 0s - loss: 1.0895e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5735e-04 - val_mean_absolute_error: 0.0114 - 216ms/epoch - 2ms/step
## Epoch 195/200
## 122/122 - 0s - loss: 1.1412e-04 - mean_absolute_error: 0.0077 - val_loss: 5.4101e-04 - val_mean_absolute_error: 0.0138 - 214ms/epoch - 2ms/step
## Epoch 196/200
## 122/122 - 0s - loss: 1.0815e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5977e-04 - val_mean_absolute_error: 0.0118 - 223ms/epoch - 2ms/step
## Epoch 197/200
## 122/122 - 0s - loss: 1.0958e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5247e-04 - val_mean_absolute_error: 0.0123 - 223ms/epoch - 2ms/step
## Epoch 198/200
## 122/122 - 0s - loss: 1.0923e-04 - mean_absolute_error: 0.0075 - val_loss: 4.9041e-04 - val_mean_absolute_error: 0.0137 - 219ms/epoch - 2ms/step
## Epoch 199/200
## 122/122 - 0s - loss: 1.1272e-04 - mean_absolute_error: 0.0076 - val_loss: 5.3967e-04 - val_mean_absolute_error: 0.0152 - 223ms/epoch - 2ms/step
## Epoch 200/200
## 122/122 - 0s - loss: 1.1064e-04 - mean_absolute_error: 0.0076 - val_loss: 5.8195e-04 - val_mean_absolute_error: 0.0169 - 222ms/epoch - 2ms/step
## Epoch 1/250
## 122/122 - 1s - loss: 0.0035 - mean_absolute_error: 0.0375 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 1s/epoch - 9ms/step
## Epoch 2/250
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 215ms/epoch - 2ms/step
## Epoch 3/250
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 212ms/epoch - 2ms/step
## Epoch 4/250
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 211ms/epoch - 2ms/step
## Epoch 5/250
## 122/122 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 229ms/epoch - 2ms/step
## Epoch 6/250
## 122/122 - 0s - loss: 0.0019 - mean_absolute_error: 0.0267 - val_loss: 0.0015 - val_mean_absolute_error: 0.0187 - 213ms/epoch - 2ms/step
## Epoch 7/250
## 122/122 - 0s - loss: 0.0012 - mean_absolute_error: 0.0185 - val_loss: 0.0013 - val_mean_absolute_error: 0.0202 - 216ms/epoch - 2ms/step
## Epoch 8/250
## 122/122 - 0s - loss: 8.9978e-04 - mean_absolute_error: 0.0166 - val_loss: 0.0010 - val_mean_absolute_error: 0.0179 - 215ms/epoch - 2ms/step
## Epoch 9/250
## 122/122 - 0s - loss: 7.5721e-04 - mean_absolute_error: 0.0153 - val_loss: 0.0011 - val_mean_absolute_error: 0.0224 - 225ms/epoch - 2ms/step
## Epoch 10/250
## 122/122 - 0s - loss: 6.8126e-04 - mean_absolute_error: 0.0148 - val_loss: 8.5269e-04 - val_mean_absolute_error: 0.0162 - 224ms/epoch - 2ms/step
## Epoch 11/250
## 122/122 - 0s - loss: 5.9707e-04 - mean_absolute_error: 0.0137 - val_loss: 9.4018e-04 - val_mean_absolute_error: 0.0201 - 227ms/epoch - 2ms/step
## Epoch 12/250
## 122/122 - 0s - loss: 5.5432e-04 - mean_absolute_error: 0.0133 - val_loss: 8.5853e-04 - val_mean_absolute_error: 0.0183 - 219ms/epoch - 2ms/step
## Epoch 13/250
## 122/122 - 0s - loss: 5.2016e-04 - mean_absolute_error: 0.0129 - val_loss: 0.0010 - val_mean_absolute_error: 0.0226 - 225ms/epoch - 2ms/step
## Epoch 14/250
## 122/122 - 0s - loss: 4.6877e-04 - mean_absolute_error: 0.0124 - val_loss: 9.6399e-04 - val_mean_absolute_error: 0.0220 - 224ms/epoch - 2ms/step
## Epoch 15/250
## 122/122 - 0s - loss: 4.5594e-04 - mean_absolute_error: 0.0127 - val_loss: 6.6581e-04 - val_mean_absolute_error: 0.0150 - 222ms/epoch - 2ms/step
## Epoch 16/250
## 122/122 - 0s - loss: 4.2818e-04 - mean_absolute_error: 0.0121 - val_loss: 6.7494e-04 - val_mean_absolute_error: 0.0153 - 224ms/epoch - 2ms/step
## Epoch 17/250
## 122/122 - 0s - loss: 4.0325e-04 - mean_absolute_error: 0.0116 - val_loss: 6.3428e-04 - val_mean_absolute_error: 0.0151 - 214ms/epoch - 2ms/step
## Epoch 18/250
## 122/122 - 0s - loss: 3.9320e-04 - mean_absolute_error: 0.0117 - val_loss: 6.9981e-04 - val_mean_absolute_error: 0.0173 - 223ms/epoch - 2ms/step
## Epoch 19/250
## 122/122 - 0s - loss: 3.7464e-04 - mean_absolute_error: 0.0114 - val_loss: 9.3586e-04 - val_mean_absolute_error: 0.0232 - 217ms/epoch - 2ms/step
## Epoch 20/250
## 122/122 - 0s - loss: 4.2868e-04 - mean_absolute_error: 0.0127 - val_loss: 6.3954e-04 - val_mean_absolute_error: 0.0158 - 223ms/epoch - 2ms/step
## Epoch 21/250
## 122/122 - 0s - loss: 3.5294e-04 - mean_absolute_error: 0.0114 - val_loss: 7.2079e-04 - val_mean_absolute_error: 0.0189 - 216ms/epoch - 2ms/step
## Epoch 22/250
## 122/122 - 0s - loss: 3.3312e-04 - mean_absolute_error: 0.0110 - val_loss: 5.7637e-04 - val_mean_absolute_error: 0.0146 - 223ms/epoch - 2ms/step
## Epoch 23/250
## 122/122 - 0s - loss: 3.3555e-04 - mean_absolute_error: 0.0111 - val_loss: 8.6066e-04 - val_mean_absolute_error: 0.0224 - 223ms/epoch - 2ms/step
## Epoch 24/250
## 122/122 - 0s - loss: 3.2555e-04 - mean_absolute_error: 0.0110 - val_loss: 6.8036e-04 - val_mean_absolute_error: 0.0179 - 223ms/epoch - 2ms/step
## Epoch 25/250
## 122/122 - 0s - loss: 3.0915e-04 - mean_absolute_error: 0.0106 - val_loss: 6.7497e-04 - val_mean_absolute_error: 0.0181 - 226ms/epoch - 2ms/step
## Epoch 26/250
## 122/122 - 0s - loss: 3.0675e-04 - mean_absolute_error: 0.0106 - val_loss: 6.5412e-04 - val_mean_absolute_error: 0.0175 - 216ms/epoch - 2ms/step
## Epoch 27/250
## 122/122 - 0s - loss: 2.9300e-04 - mean_absolute_error: 0.0105 - val_loss: 5.3740e-04 - val_mean_absolute_error: 0.0135 - 223ms/epoch - 2ms/step
## Epoch 28/250
## 122/122 - 0s - loss: 2.7963e-04 - mean_absolute_error: 0.0104 - val_loss: 5.5280e-04 - val_mean_absolute_error: 0.0147 - 224ms/epoch - 2ms/step
## Epoch 29/250
## 122/122 - 0s - loss: 2.7694e-04 - mean_absolute_error: 0.0103 - val_loss: 6.3649e-04 - val_mean_absolute_error: 0.0174 - 229ms/epoch - 2ms/step
## Epoch 30/250
## 122/122 - 0s - loss: 2.6455e-04 - mean_absolute_error: 0.0101 - val_loss: 5.2286e-04 - val_mean_absolute_error: 0.0136 - 221ms/epoch - 2ms/step
## Epoch 31/250
## 122/122 - 0s - loss: 2.6792e-04 - mean_absolute_error: 0.0103 - val_loss: 4.9955e-04 - val_mean_absolute_error: 0.0133 - 217ms/epoch - 2ms/step
## Epoch 32/250
## 122/122 - 0s - loss: 2.5791e-04 - mean_absolute_error: 0.0101 - val_loss: 6.6906e-04 - val_mean_absolute_error: 0.0188 - 225ms/epoch - 2ms/step
## Epoch 33/250
## 122/122 - 0s - loss: 2.5693e-04 - mean_absolute_error: 0.0101 - val_loss: 5.5025e-04 - val_mean_absolute_error: 0.0153 - 224ms/epoch - 2ms/step
## Epoch 34/250
## 122/122 - 0s - loss: 2.5509e-04 - mean_absolute_error: 0.0101 - val_loss: 5.0231e-04 - val_mean_absolute_error: 0.0130 - 226ms/epoch - 2ms/step
## Epoch 35/250
## 122/122 - 0s - loss: 2.5006e-04 - mean_absolute_error: 0.0100 - val_loss: 5.2265e-04 - val_mean_absolute_error: 0.0140 - 214ms/epoch - 2ms/step
## Epoch 36/250
## 122/122 - 0s - loss: 2.4813e-04 - mean_absolute_error: 0.0101 - val_loss: 4.8517e-04 - val_mean_absolute_error: 0.0128 - 219ms/epoch - 2ms/step
## Epoch 37/250
## 122/122 - 0s - loss: 2.3644e-04 - mean_absolute_error: 0.0098 - val_loss: 5.7634e-04 - val_mean_absolute_error: 0.0158 - 222ms/epoch - 2ms/step
## Epoch 38/250
## 122/122 - 0s - loss: 2.3131e-04 - mean_absolute_error: 0.0099 - val_loss: 5.9578e-04 - val_mean_absolute_error: 0.0168 - 217ms/epoch - 2ms/step
## Epoch 39/250
## 122/122 - 0s - loss: 2.2426e-04 - mean_absolute_error: 0.0096 - val_loss: 6.3006e-04 - val_mean_absolute_error: 0.0177 - 219ms/epoch - 2ms/step
## Epoch 40/250
## 122/122 - 0s - loss: 2.1415e-04 - mean_absolute_error: 0.0095 - val_loss: 5.4868e-04 - val_mean_absolute_error: 0.0155 - 227ms/epoch - 2ms/step
## Epoch 41/250
## 122/122 - 0s - loss: 2.2408e-04 - mean_absolute_error: 0.0097 - val_loss: 5.3149e-04 - val_mean_absolute_error: 0.0143 - 217ms/epoch - 2ms/step
## Epoch 42/250
## 122/122 - 0s - loss: 2.1366e-04 - mean_absolute_error: 0.0096 - val_loss: 5.3419e-04 - val_mean_absolute_error: 0.0142 - 216ms/epoch - 2ms/step
## Epoch 43/250
## 122/122 - 0s - loss: 2.0858e-04 - mean_absolute_error: 0.0094 - val_loss: 0.0011 - val_mean_absolute_error: 0.0280 - 225ms/epoch - 2ms/step
## Epoch 44/250
## 122/122 - 0s - loss: 2.3930e-04 - mean_absolute_error: 0.0103 - val_loss: 5.1725e-04 - val_mean_absolute_error: 0.0143 - 231ms/epoch - 2ms/step
## Epoch 45/250
## 122/122 - 0s - loss: 2.1660e-04 - mean_absolute_error: 0.0097 - val_loss: 4.7490e-04 - val_mean_absolute_error: 0.0116 - 215ms/epoch - 2ms/step
## Epoch 46/250
## 122/122 - 0s - loss: 2.2564e-04 - mean_absolute_error: 0.0098 - val_loss: 7.1142e-04 - val_mean_absolute_error: 0.0203 - 216ms/epoch - 2ms/step
## Epoch 47/250
## 122/122 - 0s - loss: 2.2284e-04 - mean_absolute_error: 0.0098 - val_loss: 5.1396e-04 - val_mean_absolute_error: 0.0142 - 220ms/epoch - 2ms/step
## Epoch 48/250
## 122/122 - 0s - loss: 2.0455e-04 - mean_absolute_error: 0.0094 - val_loss: 5.5149e-04 - val_mean_absolute_error: 0.0157 - 222ms/epoch - 2ms/step
## Epoch 49/250
## 122/122 - 0s - loss: 1.8870e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2605e-04 - val_mean_absolute_error: 0.0103 - 239ms/epoch - 2ms/step
## Epoch 50/250
## 122/122 - 0s - loss: 2.0045e-04 - mean_absolute_error: 0.0096 - val_loss: 5.4982e-04 - val_mean_absolute_error: 0.0162 - 214ms/epoch - 2ms/step
## Epoch 51/250
## 122/122 - 0s - loss: 1.8681e-04 - mean_absolute_error: 0.0090 - val_loss: 5.1836e-04 - val_mean_absolute_error: 0.0149 - 219ms/epoch - 2ms/step
## Epoch 52/250
## 122/122 - 0s - loss: 1.9349e-04 - mean_absolute_error: 0.0092 - val_loss: 5.6349e-04 - val_mean_absolute_error: 0.0161 - 226ms/epoch - 2ms/step
## Epoch 53/250
## 122/122 - 0s - loss: 1.9048e-04 - mean_absolute_error: 0.0091 - val_loss: 6.0049e-04 - val_mean_absolute_error: 0.0176 - 216ms/epoch - 2ms/step
## Epoch 54/250
## 122/122 - 0s - loss: 1.9566e-04 - mean_absolute_error: 0.0092 - val_loss: 5.0080e-04 - val_mean_absolute_error: 0.0139 - 231ms/epoch - 2ms/step
## Epoch 55/250
## 122/122 - 0s - loss: 1.8818e-04 - mean_absolute_error: 0.0092 - val_loss: 4.8929e-04 - val_mean_absolute_error: 0.0138 - 230ms/epoch - 2ms/step
## Epoch 56/250
## 122/122 - 0s - loss: 1.8524e-04 - mean_absolute_error: 0.0090 - val_loss: 5.4824e-04 - val_mean_absolute_error: 0.0162 - 229ms/epoch - 2ms/step
## Epoch 57/250
## 122/122 - 0s - loss: 1.8022e-04 - mean_absolute_error: 0.0090 - val_loss: 5.8282e-04 - val_mean_absolute_error: 0.0170 - 211ms/epoch - 2ms/step
## Epoch 58/250
## 122/122 - 0s - loss: 1.7586e-04 - mean_absolute_error: 0.0089 - val_loss: 5.6703e-04 - val_mean_absolute_error: 0.0167 - 215ms/epoch - 2ms/step
## Epoch 59/250
## 122/122 - 0s - loss: 1.7702e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2078e-04 - val_mean_absolute_error: 0.0101 - 212ms/epoch - 2ms/step
## Epoch 60/250
## 122/122 - 0s - loss: 2.0499e-04 - mean_absolute_error: 0.0098 - val_loss: 5.8715e-04 - val_mean_absolute_error: 0.0171 - 213ms/epoch - 2ms/step
## Epoch 61/250
## 122/122 - 0s - loss: 1.9168e-04 - mean_absolute_error: 0.0093 - val_loss: 4.1353e-04 - val_mean_absolute_error: 0.0106 - 217ms/epoch - 2ms/step
## Epoch 62/250
## 122/122 - 0s - loss: 1.9191e-04 - mean_absolute_error: 0.0093 - val_loss: 5.1378e-04 - val_mean_absolute_error: 0.0147 - 222ms/epoch - 2ms/step
## Epoch 63/250
## 122/122 - 0s - loss: 1.8839e-04 - mean_absolute_error: 0.0092 - val_loss: 5.5498e-04 - val_mean_absolute_error: 0.0162 - 226ms/epoch - 2ms/step
## Epoch 64/250
## 122/122 - 0s - loss: 1.7899e-04 - mean_absolute_error: 0.0090 - val_loss: 5.1488e-04 - val_mean_absolute_error: 0.0147 - 220ms/epoch - 2ms/step
## Epoch 65/250
## 122/122 - 0s - loss: 1.8365e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5514e-04 - val_mean_absolute_error: 0.0122 - 216ms/epoch - 2ms/step
## Epoch 66/250
## 122/122 - 0s - loss: 1.7454e-04 - mean_absolute_error: 0.0090 - val_loss: 5.3694e-04 - val_mean_absolute_error: 0.0157 - 216ms/epoch - 2ms/step
## Epoch 67/250
## 122/122 - 0s - loss: 1.7272e-04 - mean_absolute_error: 0.0089 - val_loss: 6.0123e-04 - val_mean_absolute_error: 0.0176 - 238ms/epoch - 2ms/step
## Epoch 68/250
## 122/122 - 0s - loss: 1.6267e-04 - mean_absolute_error: 0.0087 - val_loss: 5.8633e-04 - val_mean_absolute_error: 0.0173 - 217ms/epoch - 2ms/step
## Epoch 69/250
## 122/122 - 0s - loss: 1.6839e-04 - mean_absolute_error: 0.0088 - val_loss: 6.7886e-04 - val_mean_absolute_error: 0.0199 - 216ms/epoch - 2ms/step
## Epoch 70/250
## 122/122 - 0s - loss: 1.7019e-04 - mean_absolute_error: 0.0089 - val_loss: 6.2723e-04 - val_mean_absolute_error: 0.0184 - 218ms/epoch - 2ms/step
## Epoch 71/250
## 122/122 - 0s - loss: 1.6404e-04 - mean_absolute_error: 0.0088 - val_loss: 4.8588e-04 - val_mean_absolute_error: 0.0139 - 210ms/epoch - 2ms/step
## Epoch 72/250
## 122/122 - 0s - loss: 1.7131e-04 - mean_absolute_error: 0.0088 - val_loss: 6.8594e-04 - val_mean_absolute_error: 0.0198 - 215ms/epoch - 2ms/step
## Epoch 73/250
## 122/122 - 0s - loss: 1.6377e-04 - mean_absolute_error: 0.0087 - val_loss: 5.1907e-04 - val_mean_absolute_error: 0.0150 - 215ms/epoch - 2ms/step
## Epoch 74/250
## 122/122 - 0s - loss: 1.6080e-04 - mean_absolute_error: 0.0086 - val_loss: 5.2443e-04 - val_mean_absolute_error: 0.0149 - 215ms/epoch - 2ms/step
## Epoch 75/250
## 122/122 - 0s - loss: 1.5636e-04 - mean_absolute_error: 0.0086 - val_loss: 5.7591e-04 - val_mean_absolute_error: 0.0166 - 227ms/epoch - 2ms/step
## Epoch 76/250
## 122/122 - 0s - loss: 1.5392e-04 - mean_absolute_error: 0.0085 - val_loss: 7.6026e-04 - val_mean_absolute_error: 0.0218 - 220ms/epoch - 2ms/step
## Epoch 77/250
## 122/122 - 0s - loss: 1.7152e-04 - mean_absolute_error: 0.0090 - val_loss: 6.1297e-04 - val_mean_absolute_error: 0.0183 - 222ms/epoch - 2ms/step
## Epoch 78/250
## 122/122 - 0s - loss: 1.6579e-04 - mean_absolute_error: 0.0089 - val_loss: 5.0425e-04 - val_mean_absolute_error: 0.0144 - 216ms/epoch - 2ms/step
## Epoch 79/250
## 122/122 - 0s - loss: 1.6453e-04 - mean_absolute_error: 0.0088 - val_loss: 5.6382e-04 - val_mean_absolute_error: 0.0169 - 220ms/epoch - 2ms/step
## Epoch 80/250
## 122/122 - 0s - loss: 1.6075e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3803e-04 - val_mean_absolute_error: 0.0119 - 214ms/epoch - 2ms/step
## Epoch 81/250
## 122/122 - 0s - loss: 1.6061e-04 - mean_absolute_error: 0.0086 - val_loss: 5.4257e-04 - val_mean_absolute_error: 0.0160 - 216ms/epoch - 2ms/step
## Epoch 82/250
## 122/122 - 0s - loss: 1.5610e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5720e-04 - val_mean_absolute_error: 0.0128 - 214ms/epoch - 2ms/step
## Epoch 83/250
## 122/122 - 0s - loss: 1.5280e-04 - mean_absolute_error: 0.0086 - val_loss: 5.5981e-04 - val_mean_absolute_error: 0.0167 - 214ms/epoch - 2ms/step
## Epoch 84/250
## 122/122 - 0s - loss: 1.6259e-04 - mean_absolute_error: 0.0087 - val_loss: 5.4732e-04 - val_mean_absolute_error: 0.0158 - 217ms/epoch - 2ms/step
## Epoch 85/250
## 122/122 - 0s - loss: 1.6076e-04 - mean_absolute_error: 0.0087 - val_loss: 5.4260e-04 - val_mean_absolute_error: 0.0158 - 209ms/epoch - 2ms/step
## Epoch 86/250
## 122/122 - 0s - loss: 1.5231e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5650e-04 - val_mean_absolute_error: 0.0124 - 236ms/epoch - 2ms/step
## Epoch 87/250
## 122/122 - 0s - loss: 1.4593e-04 - mean_absolute_error: 0.0084 - val_loss: 4.6736e-04 - val_mean_absolute_error: 0.0129 - 226ms/epoch - 2ms/step
## Epoch 88/250
## 122/122 - 0s - loss: 1.4632e-04 - mean_absolute_error: 0.0084 - val_loss: 6.1477e-04 - val_mean_absolute_error: 0.0181 - 221ms/epoch - 2ms/step
## Epoch 89/250
## 122/122 - 0s - loss: 1.4231e-04 - mean_absolute_error: 0.0084 - val_loss: 7.7172e-04 - val_mean_absolute_error: 0.0223 - 212ms/epoch - 2ms/step
## Epoch 90/250
## 122/122 - 0s - loss: 1.7143e-04 - mean_absolute_error: 0.0089 - val_loss: 6.7756e-04 - val_mean_absolute_error: 0.0199 - 215ms/epoch - 2ms/step
## Epoch 91/250
## 122/122 - 0s - loss: 1.5655e-04 - mean_absolute_error: 0.0087 - val_loss: 7.0755e-04 - val_mean_absolute_error: 0.0211 - 216ms/epoch - 2ms/step
## Epoch 92/250
## 122/122 - 0s - loss: 1.5496e-04 - mean_absolute_error: 0.0086 - val_loss: 7.4448e-04 - val_mean_absolute_error: 0.0215 - 215ms/epoch - 2ms/step
## Epoch 93/250
## 122/122 - 0s - loss: 1.4625e-04 - mean_absolute_error: 0.0084 - val_loss: 6.0370e-04 - val_mean_absolute_error: 0.0177 - 219ms/epoch - 2ms/step
## Epoch 94/250
## 122/122 - 0s - loss: 1.4733e-04 - mean_absolute_error: 0.0085 - val_loss: 6.0542e-04 - val_mean_absolute_error: 0.0176 - 209ms/epoch - 2ms/step
## Epoch 95/250
## 122/122 - 0s - loss: 1.5263e-04 - mean_absolute_error: 0.0084 - val_loss: 5.0051e-04 - val_mean_absolute_error: 0.0139 - 212ms/epoch - 2ms/step
## Epoch 96/250
## 122/122 - 0s - loss: 1.3941e-04 - mean_absolute_error: 0.0083 - val_loss: 5.4306e-04 - val_mean_absolute_error: 0.0149 - 215ms/epoch - 2ms/step
## Epoch 97/250
## 122/122 - 0s - loss: 1.4366e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5203e-04 - val_mean_absolute_error: 0.0115 - 215ms/epoch - 2ms/step
## Epoch 98/250
## 122/122 - 0s - loss: 1.4182e-04 - mean_absolute_error: 0.0083 - val_loss: 4.9299e-04 - val_mean_absolute_error: 0.0140 - 219ms/epoch - 2ms/step
## Epoch 99/250
## 122/122 - 0s - loss: 1.4658e-04 - mean_absolute_error: 0.0084 - val_loss: 6.9820e-04 - val_mean_absolute_error: 0.0204 - 210ms/epoch - 2ms/step
## Epoch 100/250
## 122/122 - 0s - loss: 1.4387e-04 - mean_absolute_error: 0.0084 - val_loss: 5.4380e-04 - val_mean_absolute_error: 0.0164 - 215ms/epoch - 2ms/step
## Epoch 101/250
## 122/122 - 0s - loss: 1.3737e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5698e-04 - val_mean_absolute_error: 0.0121 - 216ms/epoch - 2ms/step
## Epoch 102/250
## 122/122 - 0s - loss: 1.4514e-04 - mean_absolute_error: 0.0084 - val_loss: 4.8670e-04 - val_mean_absolute_error: 0.0136 - 220ms/epoch - 2ms/step
## Epoch 103/250
## 122/122 - 0s - loss: 1.4901e-04 - mean_absolute_error: 0.0085 - val_loss: 5.8637e-04 - val_mean_absolute_error: 0.0171 - 216ms/epoch - 2ms/step
## Epoch 104/250
## 122/122 - 0s - loss: 1.3708e-04 - mean_absolute_error: 0.0081 - val_loss: 6.9294e-04 - val_mean_absolute_error: 0.0197 - 219ms/epoch - 2ms/step
## Epoch 105/250
## 122/122 - 0s - loss: 1.4447e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5452e-04 - val_mean_absolute_error: 0.0113 - 219ms/epoch - 2ms/step
## Epoch 106/250
## 122/122 - 0s - loss: 1.6818e-04 - mean_absolute_error: 0.0089 - val_loss: 4.6899e-04 - val_mean_absolute_error: 0.0135 - 224ms/epoch - 2ms/step
## Epoch 107/250
## 122/122 - 0s - loss: 1.4275e-04 - mean_absolute_error: 0.0083 - val_loss: 5.3208e-04 - val_mean_absolute_error: 0.0152 - 219ms/epoch - 2ms/step
## Epoch 108/250
## 122/122 - 0s - loss: 1.3536e-04 - mean_absolute_error: 0.0081 - val_loss: 5.2642e-04 - val_mean_absolute_error: 0.0155 - 213ms/epoch - 2ms/step
## Epoch 109/250
## 122/122 - 0s - loss: 1.3982e-04 - mean_absolute_error: 0.0084 - val_loss: 4.4966e-04 - val_mean_absolute_error: 0.0119 - 231ms/epoch - 2ms/step
## Epoch 110/250
## 122/122 - 0s - loss: 1.4370e-04 - mean_absolute_error: 0.0083 - val_loss: 5.4958e-04 - val_mean_absolute_error: 0.0159 - 227ms/epoch - 2ms/step
## Epoch 111/250
## 122/122 - 0s - loss: 1.3784e-04 - mean_absolute_error: 0.0082 - val_loss: 4.9597e-04 - val_mean_absolute_error: 0.0143 - 215ms/epoch - 2ms/step
## Epoch 112/250
## 122/122 - 0s - loss: 1.3781e-04 - mean_absolute_error: 0.0081 - val_loss: 5.8920e-04 - val_mean_absolute_error: 0.0173 - 216ms/epoch - 2ms/step
## Epoch 113/250
## 122/122 - 0s - loss: 1.2946e-04 - mean_absolute_error: 0.0079 - val_loss: 5.2549e-04 - val_mean_absolute_error: 0.0155 - 225ms/epoch - 2ms/step
## Epoch 114/250
## 122/122 - 0s - loss: 1.3243e-04 - mean_absolute_error: 0.0080 - val_loss: 5.8232e-04 - val_mean_absolute_error: 0.0169 - 230ms/epoch - 2ms/step
## Epoch 115/250
## 122/122 - 0s - loss: 1.3318e-04 - mean_absolute_error: 0.0080 - val_loss: 5.0929e-04 - val_mean_absolute_error: 0.0146 - 216ms/epoch - 2ms/step
## Epoch 116/250
## 122/122 - 0s - loss: 1.3996e-04 - mean_absolute_error: 0.0083 - val_loss: 5.3388e-04 - val_mean_absolute_error: 0.0154 - 223ms/epoch - 2ms/step
## Epoch 117/250
## 122/122 - 0s - loss: 1.3192e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8734e-04 - val_mean_absolute_error: 0.0132 - 208ms/epoch - 2ms/step
## Epoch 118/250
## 122/122 - 0s - loss: 1.3015e-04 - mean_absolute_error: 0.0080 - val_loss: 5.3973e-04 - val_mean_absolute_error: 0.0150 - 217ms/epoch - 2ms/step
## Epoch 119/250
## 122/122 - 0s - loss: 1.2694e-04 - mean_absolute_error: 0.0079 - val_loss: 5.7835e-04 - val_mean_absolute_error: 0.0162 - 226ms/epoch - 2ms/step
## Epoch 120/250
## 122/122 - 0s - loss: 1.2606e-04 - mean_absolute_error: 0.0078 - val_loss: 6.8054e-04 - val_mean_absolute_error: 0.0194 - 213ms/epoch - 2ms/step
## Epoch 121/250
## 122/122 - 0s - loss: 1.2809e-04 - mean_absolute_error: 0.0080 - val_loss: 4.8343e-04 - val_mean_absolute_error: 0.0126 - 215ms/epoch - 2ms/step
## Epoch 122/250
## 122/122 - 0s - loss: 1.2598e-04 - mean_absolute_error: 0.0079 - val_loss: 4.9255e-04 - val_mean_absolute_error: 0.0136 - 214ms/epoch - 2ms/step
## Epoch 123/250
## 122/122 - 0s - loss: 1.3639e-04 - mean_absolute_error: 0.0081 - val_loss: 6.0237e-04 - val_mean_absolute_error: 0.0174 - 225ms/epoch - 2ms/step
## Epoch 124/250
## 122/122 - 0s - loss: 1.2595e-04 - mean_absolute_error: 0.0080 - val_loss: 4.9561e-04 - val_mean_absolute_error: 0.0131 - 229ms/epoch - 2ms/step
## Epoch 125/250
## 122/122 - 0s - loss: 1.3017e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4426e-04 - val_mean_absolute_error: 0.0107 - 229ms/epoch - 2ms/step
## Epoch 126/250
## 122/122 - 0s - loss: 1.4186e-04 - mean_absolute_error: 0.0085 - val_loss: 4.9564e-04 - val_mean_absolute_error: 0.0129 - 211ms/epoch - 2ms/step
## Epoch 127/250
## 122/122 - 0s - loss: 1.3137e-04 - mean_absolute_error: 0.0080 - val_loss: 5.7923e-04 - val_mean_absolute_error: 0.0166 - 210ms/epoch - 2ms/step
## Epoch 128/250
## 122/122 - 0s - loss: 1.2337e-04 - mean_absolute_error: 0.0079 - val_loss: 5.1782e-04 - val_mean_absolute_error: 0.0147 - 217ms/epoch - 2ms/step
## Epoch 129/250
## 122/122 - 0s - loss: 1.2621e-04 - mean_absolute_error: 0.0079 - val_loss: 6.1026e-04 - val_mean_absolute_error: 0.0181 - 220ms/epoch - 2ms/step
## Epoch 130/250
## 122/122 - 0s - loss: 1.3141e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5095e-04 - val_mean_absolute_error: 0.0120 - 218ms/epoch - 2ms/step
## Epoch 131/250
## 122/122 - 0s - loss: 1.2782e-04 - mean_absolute_error: 0.0079 - val_loss: 5.0317e-04 - val_mean_absolute_error: 0.0141 - 224ms/epoch - 2ms/step
## Epoch 132/250
## 122/122 - 0s - loss: 1.2719e-04 - mean_absolute_error: 0.0079 - val_loss: 5.3802e-04 - val_mean_absolute_error: 0.0150 - 224ms/epoch - 2ms/step
## Epoch 133/250
## 122/122 - 0s - loss: 1.2589e-04 - mean_absolute_error: 0.0079 - val_loss: 5.0423e-04 - val_mean_absolute_error: 0.0136 - 215ms/epoch - 2ms/step
## Epoch 134/250
## 122/122 - 0s - loss: 1.3383e-04 - mean_absolute_error: 0.0081 - val_loss: 5.4555e-04 - val_mean_absolute_error: 0.0156 - 222ms/epoch - 2ms/step
## Epoch 135/250
## 122/122 - 0s - loss: 1.2538e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4266e-04 - val_mean_absolute_error: 0.0111 - 220ms/epoch - 2ms/step
## Epoch 136/250
## 122/122 - 0s - loss: 1.3362e-04 - mean_absolute_error: 0.0081 - val_loss: 5.9821e-04 - val_mean_absolute_error: 0.0171 - 234ms/epoch - 2ms/step
## Epoch 137/250
## 122/122 - 0s - loss: 1.2966e-04 - mean_absolute_error: 0.0080 - val_loss: 6.7899e-04 - val_mean_absolute_error: 0.0193 - 219ms/epoch - 2ms/step
## Epoch 138/250
## 122/122 - 0s - loss: 1.4075e-04 - mean_absolute_error: 0.0083 - val_loss: 4.7677e-04 - val_mean_absolute_error: 0.0120 - 223ms/epoch - 2ms/step
## Epoch 139/250
## 122/122 - 0s - loss: 1.2540e-04 - mean_absolute_error: 0.0081 - val_loss: 5.1527e-04 - val_mean_absolute_error: 0.0141 - 222ms/epoch - 2ms/step
## Epoch 140/250
## 122/122 - 0s - loss: 1.2177e-04 - mean_absolute_error: 0.0078 - val_loss: 5.9982e-04 - val_mean_absolute_error: 0.0172 - 219ms/epoch - 2ms/step
## Epoch 141/250
## 122/122 - 0s - loss: 1.1791e-04 - mean_absolute_error: 0.0078 - val_loss: 6.2587e-04 - val_mean_absolute_error: 0.0179 - 220ms/epoch - 2ms/step
## Epoch 142/250
## 122/122 - 0s - loss: 1.2793e-04 - mean_absolute_error: 0.0079 - val_loss: 5.1558e-04 - val_mean_absolute_error: 0.0141 - 216ms/epoch - 2ms/step
## Epoch 143/250
## 122/122 - 0s - loss: 1.2166e-04 - mean_absolute_error: 0.0078 - val_loss: 5.2687e-04 - val_mean_absolute_error: 0.0150 - 225ms/epoch - 2ms/step
## Epoch 144/250
## 122/122 - 0s - loss: 1.2156e-04 - mean_absolute_error: 0.0078 - val_loss: 6.0222e-04 - val_mean_absolute_error: 0.0173 - 212ms/epoch - 2ms/step
## Epoch 145/250
## 122/122 - 0s - loss: 1.2025e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7648e-04 - val_mean_absolute_error: 0.0112 - 216ms/epoch - 2ms/step
## Epoch 146/250
## 122/122 - 0s - loss: 1.4211e-04 - mean_absolute_error: 0.0083 - val_loss: 4.6305e-04 - val_mean_absolute_error: 0.0106 - 222ms/epoch - 2ms/step
## Epoch 147/250
## 122/122 - 0s - loss: 1.3523e-04 - mean_absolute_error: 0.0082 - val_loss: 5.9018e-04 - val_mean_absolute_error: 0.0169 - 214ms/epoch - 2ms/step
## Epoch 148/250
## 122/122 - 0s - loss: 1.2336e-04 - mean_absolute_error: 0.0079 - val_loss: 4.6927e-04 - val_mean_absolute_error: 0.0109 - 214ms/epoch - 2ms/step
## Epoch 149/250
## 122/122 - 0s - loss: 1.1865e-04 - mean_absolute_error: 0.0078 - val_loss: 5.3522e-04 - val_mean_absolute_error: 0.0142 - 217ms/epoch - 2ms/step
## Epoch 150/250
## 122/122 - 0s - loss: 1.1799e-04 - mean_absolute_error: 0.0077 - val_loss: 5.6199e-04 - val_mean_absolute_error: 0.0156 - 214ms/epoch - 2ms/step
## Epoch 151/250
## 122/122 - 0s - loss: 1.1927e-04 - mean_absolute_error: 0.0077 - val_loss: 5.5111e-04 - val_mean_absolute_error: 0.0148 - 220ms/epoch - 2ms/step
## Epoch 152/250
## 122/122 - 0s - loss: 1.2160e-04 - mean_absolute_error: 0.0078 - val_loss: 6.0617e-04 - val_mean_absolute_error: 0.0167 - 225ms/epoch - 2ms/step
## Epoch 153/250
## 122/122 - 0s - loss: 1.1898e-04 - mean_absolute_error: 0.0077 - val_loss: 5.5955e-04 - val_mean_absolute_error: 0.0155 - 224ms/epoch - 2ms/step
## Epoch 154/250
## 122/122 - 0s - loss: 1.1449e-04 - mean_absolute_error: 0.0076 - val_loss: 5.2264e-04 - val_mean_absolute_error: 0.0140 - 218ms/epoch - 2ms/step
## Epoch 155/250
## 122/122 - 0s - loss: 1.1702e-04 - mean_absolute_error: 0.0077 - val_loss: 5.5196e-04 - val_mean_absolute_error: 0.0149 - 215ms/epoch - 2ms/step
## Epoch 156/250
## 122/122 - 0s - loss: 1.1611e-04 - mean_absolute_error: 0.0077 - val_loss: 5.2797e-04 - val_mean_absolute_error: 0.0133 - 221ms/epoch - 2ms/step
## Epoch 157/250
## 122/122 - 0s - loss: 1.1731e-04 - mean_absolute_error: 0.0076 - val_loss: 4.7796e-04 - val_mean_absolute_error: 0.0109 - 228ms/epoch - 2ms/step
## Epoch 158/250
## 122/122 - 0s - loss: 1.2099e-04 - mean_absolute_error: 0.0078 - val_loss: 5.1250e-04 - val_mean_absolute_error: 0.0129 - 231ms/epoch - 2ms/step
## Epoch 159/250
## 122/122 - 0s - loss: 1.2056e-04 - mean_absolute_error: 0.0078 - val_loss: 7.4595e-04 - val_mean_absolute_error: 0.0212 - 225ms/epoch - 2ms/step
## Epoch 160/250
## 122/122 - 0s - loss: 1.2766e-04 - mean_absolute_error: 0.0081 - val_loss: 5.6840e-04 - val_mean_absolute_error: 0.0140 - 234ms/epoch - 2ms/step
## Epoch 161/250
## 122/122 - 0s - loss: 1.1713e-04 - mean_absolute_error: 0.0078 - val_loss: 5.4190e-04 - val_mean_absolute_error: 0.0137 - 220ms/epoch - 2ms/step
## Epoch 162/250
## 122/122 - 0s - loss: 1.1204e-04 - mean_absolute_error: 0.0075 - val_loss: 5.5296e-04 - val_mean_absolute_error: 0.0137 - 217ms/epoch - 2ms/step
## Epoch 163/250
## 122/122 - 0s - loss: 1.1625e-04 - mean_absolute_error: 0.0078 - val_loss: 6.2591e-04 - val_mean_absolute_error: 0.0171 - 217ms/epoch - 2ms/step
## Epoch 164/250
## 122/122 - 0s - loss: 1.1654e-04 - mean_absolute_error: 0.0077 - val_loss: 6.0158e-04 - val_mean_absolute_error: 0.0168 - 218ms/epoch - 2ms/step
## Epoch 165/250
## 122/122 - 0s - loss: 1.1557e-04 - mean_absolute_error: 0.0076 - val_loss: 6.5806e-04 - val_mean_absolute_error: 0.0185 - 223ms/epoch - 2ms/step
## Epoch 166/250
## 122/122 - 0s - loss: 1.1698e-04 - mean_absolute_error: 0.0078 - val_loss: 4.9009e-04 - val_mean_absolute_error: 0.0112 - 218ms/epoch - 2ms/step
## Epoch 167/250
## 122/122 - 0s - loss: 1.1888e-04 - mean_absolute_error: 0.0077 - val_loss: 6.6056e-04 - val_mean_absolute_error: 0.0179 - 220ms/epoch - 2ms/step
## Epoch 168/250
## 122/122 - 0s - loss: 1.2941e-04 - mean_absolute_error: 0.0082 - val_loss: 5.3827e-04 - val_mean_absolute_error: 0.0144 - 219ms/epoch - 2ms/step
## Epoch 169/250
## 122/122 - 0s - loss: 1.1627e-04 - mean_absolute_error: 0.0077 - val_loss: 5.9191e-04 - val_mean_absolute_error: 0.0157 - 222ms/epoch - 2ms/step
## Epoch 170/250
## 122/122 - 0s - loss: 1.1341e-04 - mean_absolute_error: 0.0075 - val_loss: 5.7162e-04 - val_mean_absolute_error: 0.0156 - 220ms/epoch - 2ms/step
## Epoch 171/250
## 122/122 - 0s - loss: 1.1401e-04 - mean_absolute_error: 0.0076 - val_loss: 6.3613e-04 - val_mean_absolute_error: 0.0178 - 218ms/epoch - 2ms/step
## Epoch 172/250
## 122/122 - 0s - loss: 1.1714e-04 - mean_absolute_error: 0.0077 - val_loss: 4.9178e-04 - val_mean_absolute_error: 0.0118 - 208ms/epoch - 2ms/step
## Epoch 173/250
## 122/122 - 0s - loss: 1.1473e-04 - mean_absolute_error: 0.0077 - val_loss: 5.9657e-04 - val_mean_absolute_error: 0.0163 - 220ms/epoch - 2ms/step
## Epoch 174/250
## 122/122 - 0s - loss: 1.1305e-04 - mean_absolute_error: 0.0076 - val_loss: 5.9444e-04 - val_mean_absolute_error: 0.0164 - 217ms/epoch - 2ms/step
## Epoch 175/250
## 122/122 - 0s - loss: 1.1314e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7334e-04 - val_mean_absolute_error: 0.0106 - 222ms/epoch - 2ms/step
## Epoch 176/250
## 122/122 - 0s - loss: 1.1632e-04 - mean_absolute_error: 0.0077 - val_loss: 6.5155e-04 - val_mean_absolute_error: 0.0175 - 212ms/epoch - 2ms/step
## Epoch 177/250
## 122/122 - 0s - loss: 1.1155e-04 - mean_absolute_error: 0.0076 - val_loss: 4.9981e-04 - val_mean_absolute_error: 0.0125 - 212ms/epoch - 2ms/step
## Epoch 178/250
## 122/122 - 0s - loss: 1.1248e-04 - mean_absolute_error: 0.0077 - val_loss: 5.4333e-04 - val_mean_absolute_error: 0.0140 - 224ms/epoch - 2ms/step
## Epoch 179/250
## 122/122 - 0s - loss: 1.1057e-04 - mean_absolute_error: 0.0076 - val_loss: 5.5546e-04 - val_mean_absolute_error: 0.0149 - 225ms/epoch - 2ms/step
## Epoch 180/250
## 122/122 - 0s - loss: 1.2099e-04 - mean_absolute_error: 0.0077 - val_loss: 6.9922e-04 - val_mean_absolute_error: 0.0193 - 221ms/epoch - 2ms/step
## Epoch 181/250
## 122/122 - 0s - loss: 1.2076e-04 - mean_absolute_error: 0.0079 - val_loss: 5.6416e-04 - val_mean_absolute_error: 0.0147 - 217ms/epoch - 2ms/step
## Epoch 182/250
## 122/122 - 0s - loss: 1.0832e-04 - mean_absolute_error: 0.0075 - val_loss: 5.6447e-04 - val_mean_absolute_error: 0.0150 - 225ms/epoch - 2ms/step
## Epoch 183/250
## 122/122 - 0s - loss: 1.1092e-04 - mean_absolute_error: 0.0075 - val_loss: 5.3153e-04 - val_mean_absolute_error: 0.0130 - 219ms/epoch - 2ms/step
## Epoch 184/250
## 122/122 - 0s - loss: 1.0676e-04 - mean_absolute_error: 0.0074 - val_loss: 5.1756e-04 - val_mean_absolute_error: 0.0127 - 229ms/epoch - 2ms/step
## Epoch 185/250
## 122/122 - 0s - loss: 1.0887e-04 - mean_absolute_error: 0.0076 - val_loss: 6.1203e-04 - val_mean_absolute_error: 0.0165 - 214ms/epoch - 2ms/step
## Epoch 186/250
## 122/122 - 0s - loss: 1.0860e-04 - mean_absolute_error: 0.0075 - val_loss: 7.9961e-04 - val_mean_absolute_error: 0.0217 - 219ms/epoch - 2ms/step
## Epoch 187/250
## 122/122 - 0s - loss: 1.1346e-04 - mean_absolute_error: 0.0077 - val_loss: 8.4320e-04 - val_mean_absolute_error: 0.0226 - 211ms/epoch - 2ms/step
## Epoch 188/250
## 122/122 - 0s - loss: 1.2022e-04 - mean_absolute_error: 0.0079 - val_loss: 6.3557e-04 - val_mean_absolute_error: 0.0173 - 213ms/epoch - 2ms/step
## Epoch 189/250
## 122/122 - 0s - loss: 1.1519e-04 - mean_absolute_error: 0.0077 - val_loss: 5.7171e-04 - val_mean_absolute_error: 0.0151 - 214ms/epoch - 2ms/step
## Epoch 190/250
## 122/122 - 0s - loss: 1.0757e-04 - mean_absolute_error: 0.0075 - val_loss: 5.5306e-04 - val_mean_absolute_error: 0.0151 - 219ms/epoch - 2ms/step
## Epoch 191/250
## 122/122 - 0s - loss: 1.0907e-04 - mean_absolute_error: 0.0075 - val_loss: 5.0025e-04 - val_mean_absolute_error: 0.0124 - 218ms/epoch - 2ms/step
## Epoch 192/250
## 122/122 - 0s - loss: 1.0388e-04 - mean_absolute_error: 0.0074 - val_loss: 6.0308e-04 - val_mean_absolute_error: 0.0166 - 227ms/epoch - 2ms/step
## Epoch 193/250
## 122/122 - 0s - loss: 1.0867e-04 - mean_absolute_error: 0.0075 - val_loss: 6.2542e-04 - val_mean_absolute_error: 0.0173 - 227ms/epoch - 2ms/step
## Epoch 194/250
## 122/122 - 0s - loss: 1.0912e-04 - mean_absolute_error: 0.0075 - val_loss: 6.0693e-04 - val_mean_absolute_error: 0.0166 - 220ms/epoch - 2ms/step
## Epoch 195/250
## 122/122 - 0s - loss: 1.1156e-04 - mean_absolute_error: 0.0075 - val_loss: 5.5894e-04 - val_mean_absolute_error: 0.0147 - 215ms/epoch - 2ms/step
## Epoch 196/250
## 122/122 - 0s - loss: 1.0798e-04 - mean_absolute_error: 0.0074 - val_loss: 5.1782e-04 - val_mean_absolute_error: 0.0127 - 224ms/epoch - 2ms/step
## Epoch 197/250
## 122/122 - 0s - loss: 1.1267e-04 - mean_absolute_error: 0.0077 - val_loss: 5.4770e-04 - val_mean_absolute_error: 0.0141 - 219ms/epoch - 2ms/step
## Epoch 198/250
## 122/122 - 0s - loss: 1.0752e-04 - mean_absolute_error: 0.0075 - val_loss: 5.2206e-04 - val_mean_absolute_error: 0.0132 - 220ms/epoch - 2ms/step
## Epoch 199/250
## 122/122 - 0s - loss: 1.1139e-04 - mean_absolute_error: 0.0076 - val_loss: 5.2187e-04 - val_mean_absolute_error: 0.0127 - 223ms/epoch - 2ms/step
## Epoch 200/250
## 122/122 - 0s - loss: 1.0927e-04 - mean_absolute_error: 0.0076 - val_loss: 5.2397e-04 - val_mean_absolute_error: 0.0132 - 211ms/epoch - 2ms/step
## Epoch 201/250
## 122/122 - 0s - loss: 9.9031e-05 - mean_absolute_error: 0.0072 - val_loss: 5.5068e-04 - val_mean_absolute_error: 0.0142 - 214ms/epoch - 2ms/step
## Epoch 202/250
## 122/122 - 0s - loss: 1.0388e-04 - mean_absolute_error: 0.0074 - val_loss: 6.4441e-04 - val_mean_absolute_error: 0.0176 - 214ms/epoch - 2ms/step
## Epoch 203/250
## 122/122 - 0s - loss: 1.1000e-04 - mean_absolute_error: 0.0076 - val_loss: 5.9996e-04 - val_mean_absolute_error: 0.0157 - 220ms/epoch - 2ms/step
## Epoch 204/250
## 122/122 - 0s - loss: 1.0289e-04 - mean_absolute_error: 0.0074 - val_loss: 4.8214e-04 - val_mean_absolute_error: 0.0116 - 221ms/epoch - 2ms/step
## Epoch 205/250
## 122/122 - 0s - loss: 1.0813e-04 - mean_absolute_error: 0.0074 - val_loss: 5.8083e-04 - val_mean_absolute_error: 0.0145 - 217ms/epoch - 2ms/step
## Epoch 206/250
## 122/122 - 0s - loss: 1.0968e-04 - mean_absolute_error: 0.0074 - val_loss: 6.2523e-04 - val_mean_absolute_error: 0.0165 - 212ms/epoch - 2ms/step
## Epoch 207/250
## 122/122 - 0s - loss: 1.0434e-04 - mean_absolute_error: 0.0074 - val_loss: 7.1118e-04 - val_mean_absolute_error: 0.0188 - 219ms/epoch - 2ms/step
## Epoch 208/250
## 122/122 - 0s - loss: 9.9595e-05 - mean_absolute_error: 0.0073 - val_loss: 6.2320e-04 - val_mean_absolute_error: 0.0164 - 216ms/epoch - 2ms/step
## Epoch 209/250
## 122/122 - 0s - loss: 1.0319e-04 - mean_absolute_error: 0.0075 - val_loss: 5.4630e-04 - val_mean_absolute_error: 0.0131 - 218ms/epoch - 2ms/step
## Epoch 210/250
## 122/122 - 0s - loss: 1.0736e-04 - mean_absolute_error: 0.0075 - val_loss: 5.6162e-04 - val_mean_absolute_error: 0.0129 - 235ms/epoch - 2ms/step
## Epoch 211/250
## 122/122 - 0s - loss: 1.0777e-04 - mean_absolute_error: 0.0075 - val_loss: 5.3329e-04 - val_mean_absolute_error: 0.0115 - 215ms/epoch - 2ms/step
## Epoch 212/250
## 122/122 - 0s - loss: 1.0862e-04 - mean_absolute_error: 0.0074 - val_loss: 7.1572e-04 - val_mean_absolute_error: 0.0191 - 215ms/epoch - 2ms/step
## Epoch 213/250
## 122/122 - 0s - loss: 1.0802e-04 - mean_absolute_error: 0.0075 - val_loss: 5.9993e-04 - val_mean_absolute_error: 0.0153 - 212ms/epoch - 2ms/step
## Epoch 214/250
## 122/122 - 0s - loss: 1.0755e-04 - mean_absolute_error: 0.0076 - val_loss: 5.6410e-04 - val_mean_absolute_error: 0.0139 - 219ms/epoch - 2ms/step
## Epoch 215/250
## 122/122 - 0s - loss: 1.0310e-04 - mean_absolute_error: 0.0073 - val_loss: 6.3047e-04 - val_mean_absolute_error: 0.0167 - 217ms/epoch - 2ms/step
## Epoch 216/250
## 122/122 - 0s - loss: 1.0225e-04 - mean_absolute_error: 0.0072 - val_loss: 7.6484e-04 - val_mean_absolute_error: 0.0206 - 221ms/epoch - 2ms/step
## Epoch 217/250
## 122/122 - 0s - loss: 1.0826e-04 - mean_absolute_error: 0.0077 - val_loss: 6.2377e-04 - val_mean_absolute_error: 0.0163 - 216ms/epoch - 2ms/step
## Epoch 218/250
## 122/122 - 0s - loss: 1.0480e-04 - mean_absolute_error: 0.0074 - val_loss: 5.6894e-04 - val_mean_absolute_error: 0.0140 - 212ms/epoch - 2ms/step
## Epoch 219/250
## 122/122 - 0s - loss: 1.0373e-04 - mean_absolute_error: 0.0073 - val_loss: 6.6822e-04 - val_mean_absolute_error: 0.0180 - 226ms/epoch - 2ms/step
## Epoch 220/250
## 122/122 - 0s - loss: 1.0158e-04 - mean_absolute_error: 0.0074 - val_loss: 6.7926e-04 - val_mean_absolute_error: 0.0178 - 227ms/epoch - 2ms/step
## Epoch 221/250
## 122/122 - 0s - loss: 1.0660e-04 - mean_absolute_error: 0.0074 - val_loss: 5.8070e-04 - val_mean_absolute_error: 0.0142 - 219ms/epoch - 2ms/step
## Epoch 222/250
## 122/122 - 0s - loss: 1.0697e-04 - mean_absolute_error: 0.0074 - val_loss: 5.6834e-04 - val_mean_absolute_error: 0.0139 - 225ms/epoch - 2ms/step
## Epoch 223/250
## 122/122 - 0s - loss: 1.0324e-04 - mean_absolute_error: 0.0073 - val_loss: 5.9250e-04 - val_mean_absolute_error: 0.0148 - 217ms/epoch - 2ms/step
## Epoch 224/250
## 122/122 - 0s - loss: 1.0272e-04 - mean_absolute_error: 0.0074 - val_loss: 5.5979e-04 - val_mean_absolute_error: 0.0135 - 219ms/epoch - 2ms/step
## Epoch 225/250
## 122/122 - 0s - loss: 9.8829e-05 - mean_absolute_error: 0.0072 - val_loss: 5.6841e-04 - val_mean_absolute_error: 0.0129 - 214ms/epoch - 2ms/step
## Epoch 226/250
## 122/122 - 0s - loss: 1.0605e-04 - mean_absolute_error: 0.0074 - val_loss: 7.1325e-04 - val_mean_absolute_error: 0.0190 - 212ms/epoch - 2ms/step
## Epoch 227/250
## 122/122 - 0s - loss: 1.0340e-04 - mean_absolute_error: 0.0074 - val_loss: 7.1939e-04 - val_mean_absolute_error: 0.0191 - 226ms/epoch - 2ms/step
## Epoch 228/250
## 122/122 - 0s - loss: 1.0480e-04 - mean_absolute_error: 0.0074 - val_loss: 5.5276e-04 - val_mean_absolute_error: 0.0137 - 236ms/epoch - 2ms/step
## Epoch 229/250
## 122/122 - 0s - loss: 1.0020e-04 - mean_absolute_error: 0.0072 - val_loss: 5.9917e-04 - val_mean_absolute_error: 0.0157 - 215ms/epoch - 2ms/step
## Epoch 230/250
## 122/122 - 0s - loss: 9.7994e-05 - mean_absolute_error: 0.0072 - val_loss: 5.1521e-04 - val_mean_absolute_error: 0.0113 - 214ms/epoch - 2ms/step
## Epoch 231/250
## 122/122 - 0s - loss: 1.0455e-04 - mean_absolute_error: 0.0075 - val_loss: 6.4154e-04 - val_mean_absolute_error: 0.0162 - 213ms/epoch - 2ms/step
## Epoch 232/250
## 122/122 - 0s - loss: 1.0446e-04 - mean_absolute_error: 0.0074 - val_loss: 7.5624e-04 - val_mean_absolute_error: 0.0198 - 222ms/epoch - 2ms/step
## Epoch 233/250
## 122/122 - 0s - loss: 1.0748e-04 - mean_absolute_error: 0.0075 - val_loss: 5.5197e-04 - val_mean_absolute_error: 0.0133 - 212ms/epoch - 2ms/step
## Epoch 234/250
## 122/122 - 0s - loss: 1.0380e-04 - mean_absolute_error: 0.0073 - val_loss: 4.9246e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 235/250
## 122/122 - 0s - loss: 1.1240e-04 - mean_absolute_error: 0.0077 - val_loss: 5.3670e-04 - val_mean_absolute_error: 0.0125 - 213ms/epoch - 2ms/step
## Epoch 236/250
## 122/122 - 0s - loss: 1.0242e-04 - mean_absolute_error: 0.0073 - val_loss: 5.4040e-04 - val_mean_absolute_error: 0.0119 - 226ms/epoch - 2ms/step
## Epoch 237/250
## 122/122 - 0s - loss: 1.0206e-04 - mean_absolute_error: 0.0073 - val_loss: 5.9732e-04 - val_mean_absolute_error: 0.0154 - 218ms/epoch - 2ms/step
## Epoch 238/250
## 122/122 - 0s - loss: 1.0403e-04 - mean_absolute_error: 0.0074 - val_loss: 6.0788e-04 - val_mean_absolute_error: 0.0165 - 219ms/epoch - 2ms/step
## Epoch 239/250
## 122/122 - 0s - loss: 9.7412e-05 - mean_absolute_error: 0.0072 - val_loss: 6.0896e-04 - val_mean_absolute_error: 0.0152 - 218ms/epoch - 2ms/step
## Epoch 240/250
## 122/122 - 0s - loss: 9.8339e-05 - mean_absolute_error: 0.0072 - val_loss: 5.6246e-04 - val_mean_absolute_error: 0.0137 - 223ms/epoch - 2ms/step
## Epoch 241/250
## 122/122 - 0s - loss: 1.0613e-04 - mean_absolute_error: 0.0075 - val_loss: 6.0732e-04 - val_mean_absolute_error: 0.0156 - 227ms/epoch - 2ms/step
## Epoch 242/250
## 122/122 - 0s - loss: 9.9049e-05 - mean_absolute_error: 0.0072 - val_loss: 6.6353e-04 - val_mean_absolute_error: 0.0170 - 226ms/epoch - 2ms/step
## Epoch 243/250
## 122/122 - 0s - loss: 1.0358e-04 - mean_absolute_error: 0.0075 - val_loss: 5.2041e-04 - val_mean_absolute_error: 0.0115 - 232ms/epoch - 2ms/step
## Epoch 244/250
## 122/122 - 0s - loss: 9.8375e-05 - mean_absolute_error: 0.0072 - val_loss: 5.3012e-04 - val_mean_absolute_error: 0.0122 - 229ms/epoch - 2ms/step
## Epoch 245/250
## 122/122 - 0s - loss: 1.0882e-04 - mean_absolute_error: 0.0075 - val_loss: 5.3888e-04 - val_mean_absolute_error: 0.0124 - 232ms/epoch - 2ms/step
## Epoch 246/250
## 122/122 - 0s - loss: 1.0724e-04 - mean_absolute_error: 0.0074 - val_loss: 5.0725e-04 - val_mean_absolute_error: 0.0120 - 223ms/epoch - 2ms/step
## Epoch 247/250
## 122/122 - 0s - loss: 9.9452e-05 - mean_absolute_error: 0.0072 - val_loss: 5.5361e-04 - val_mean_absolute_error: 0.0134 - 223ms/epoch - 2ms/step
## Epoch 248/250
## 122/122 - 0s - loss: 1.0612e-04 - mean_absolute_error: 0.0074 - val_loss: 8.2051e-04 - val_mean_absolute_error: 0.0214 - 216ms/epoch - 2ms/step
## Epoch 249/250
## 122/122 - 0s - loss: 1.1150e-04 - mean_absolute_error: 0.0077 - val_loss: 6.1575e-04 - val_mean_absolute_error: 0.0150 - 218ms/epoch - 2ms/step
## Epoch 250/250
## 122/122 - 0s - loss: 1.0351e-04 - mean_absolute_error: 0.0074 - val_loss: 5.8921e-04 - val_mean_absolute_error: 0.0148 - 205ms/epoch - 2ms/step
## Epoch 1/50
## 111/111 - 1s - loss: 0.0030 - mean_absolute_error: 0.0349 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 832ms/epoch - 7ms/step
## Epoch 2/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 206ms/epoch - 2ms/step
## Epoch 3/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 203ms/epoch - 2ms/step
## Epoch 4/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 203ms/epoch - 2ms/step
## Epoch 5/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 203ms/epoch - 2ms/step
## Epoch 6/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 209ms/epoch - 2ms/step
## Epoch 7/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 210ms/epoch - 2ms/step
## Epoch 8/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 216ms/epoch - 2ms/step
## Epoch 9/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 200ms/epoch - 2ms/step
## Epoch 10/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 202ms/epoch - 2ms/step
## Epoch 11/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 206ms/epoch - 2ms/step
## Epoch 12/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 207ms/epoch - 2ms/step
## Epoch 13/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 214ms/epoch - 2ms/step
## Epoch 14/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 204ms/epoch - 2ms/step
## Epoch 15/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 212ms/epoch - 2ms/step
## Epoch 16/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 211ms/epoch - 2ms/step
## Epoch 17/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 213ms/epoch - 2ms/step
## Epoch 18/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 206ms/epoch - 2ms/step
## Epoch 19/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 215ms/epoch - 2ms/step
## Epoch 20/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 203ms/epoch - 2ms/step
## Epoch 21/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 208ms/epoch - 2ms/step
## Epoch 22/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 200ms/epoch - 2ms/step
## Epoch 23/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 202ms/epoch - 2ms/step
## Epoch 24/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 205ms/epoch - 2ms/step
## Epoch 25/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 205ms/epoch - 2ms/step
## Epoch 26/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 206ms/epoch - 2ms/step
## Epoch 27/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 206ms/epoch - 2ms/step
## Epoch 28/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 208ms/epoch - 2ms/step
## Epoch 29/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 215ms/epoch - 2ms/step
## Epoch 30/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 211ms/epoch - 2ms/step
## Epoch 31/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 217ms/epoch - 2ms/step
## Epoch 32/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 213ms/epoch - 2ms/step
## Epoch 33/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 212ms/epoch - 2ms/step
## Epoch 34/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 202ms/epoch - 2ms/step
## Epoch 35/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 216ms/epoch - 2ms/step
## Epoch 36/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 207ms/epoch - 2ms/step
## Epoch 37/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 213ms/epoch - 2ms/step
## Epoch 38/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 213ms/epoch - 2ms/step
## Epoch 39/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 211ms/epoch - 2ms/step
## Epoch 40/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 217ms/epoch - 2ms/step
## Epoch 41/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 205ms/epoch - 2ms/step
## Epoch 42/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 212ms/epoch - 2ms/step
## Epoch 43/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 207ms/epoch - 2ms/step
## Epoch 44/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 209ms/epoch - 2ms/step
## Epoch 45/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 206ms/epoch - 2ms/step
## Epoch 46/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0298 - 201ms/epoch - 2ms/step
## Epoch 47/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 206ms/epoch - 2ms/step
## Epoch 48/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 222ms/epoch - 2ms/step
## Epoch 49/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 206ms/epoch - 2ms/step
## Epoch 50/50
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 217ms/epoch - 2ms/step
## Epoch 1/100
## 111/111 - 1s - loss: 0.0031 - mean_absolute_error: 0.0355 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 875ms/epoch - 8ms/step
## Epoch 2/100
## 111/111 - 0s - loss: 0.0020 - mean_absolute_error: 0.0293 - val_loss: 0.0017 - val_mean_absolute_error: 0.0246 - 222ms/epoch - 2ms/step
## Epoch 3/100
## 111/111 - 0s - loss: 8.1680e-04 - mean_absolute_error: 0.0186 - val_loss: 5.7587e-04 - val_mean_absolute_error: 0.0138 - 224ms/epoch - 2ms/step
## Epoch 4/100
## 111/111 - 0s - loss: 5.4641e-04 - mean_absolute_error: 0.0150 - val_loss: 5.6215e-04 - val_mean_absolute_error: 0.0127 - 210ms/epoch - 2ms/step
## Epoch 5/100
## 111/111 - 0s - loss: 4.8117e-04 - mean_absolute_error: 0.0139 - val_loss: 4.7214e-04 - val_mean_absolute_error: 0.0119 - 211ms/epoch - 2ms/step
## Epoch 6/100
## 111/111 - 0s - loss: 4.1204e-04 - mean_absolute_error: 0.0130 - val_loss: 5.0596e-04 - val_mean_absolute_error: 0.0120 - 210ms/epoch - 2ms/step
## Epoch 7/100
## 111/111 - 0s - loss: 4.1732e-04 - mean_absolute_error: 0.0129 - val_loss: 4.4237e-04 - val_mean_absolute_error: 0.0113 - 219ms/epoch - 2ms/step
## Epoch 8/100
## 111/111 - 0s - loss: 3.7006e-04 - mean_absolute_error: 0.0122 - val_loss: 4.2186e-04 - val_mean_absolute_error: 0.0112 - 219ms/epoch - 2ms/step
## Epoch 9/100
## 111/111 - 0s - loss: 3.4487e-04 - mean_absolute_error: 0.0120 - val_loss: 4.7803e-04 - val_mean_absolute_error: 0.0112 - 208ms/epoch - 2ms/step
## Epoch 10/100
## 111/111 - 0s - loss: 3.2683e-04 - mean_absolute_error: 0.0117 - val_loss: 4.1272e-04 - val_mean_absolute_error: 0.0119 - 212ms/epoch - 2ms/step
## Epoch 11/100
## 111/111 - 0s - loss: 3.7169e-04 - mean_absolute_error: 0.0124 - val_loss: 4.5208e-04 - val_mean_absolute_error: 0.0113 - 210ms/epoch - 2ms/step
## Epoch 12/100
## 111/111 - 0s - loss: 3.1262e-04 - mean_absolute_error: 0.0113 - val_loss: 3.9964e-04 - val_mean_absolute_error: 0.0112 - 212ms/epoch - 2ms/step
## Epoch 13/100
## 111/111 - 0s - loss: 2.9933e-04 - mean_absolute_error: 0.0110 - val_loss: 3.9180e-04 - val_mean_absolute_error: 0.0107 - 212ms/epoch - 2ms/step
## Epoch 14/100
## 111/111 - 0s - loss: 2.9014e-04 - mean_absolute_error: 0.0110 - val_loss: 4.2608e-04 - val_mean_absolute_error: 0.0108 - 212ms/epoch - 2ms/step
## Epoch 15/100
## 111/111 - 0s - loss: 2.7977e-04 - mean_absolute_error: 0.0107 - val_loss: 3.7912e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 16/100
## 111/111 - 0s - loss: 2.8098e-04 - mean_absolute_error: 0.0107 - val_loss: 3.9625e-04 - val_mean_absolute_error: 0.0110 - 225ms/epoch - 2ms/step
## Epoch 17/100
## 111/111 - 0s - loss: 2.7791e-04 - mean_absolute_error: 0.0108 - val_loss: 4.5341e-04 - val_mean_absolute_error: 0.0110 - 207ms/epoch - 2ms/step
## Epoch 18/100
## 111/111 - 0s - loss: 2.6625e-04 - mean_absolute_error: 0.0106 - val_loss: 3.8370e-04 - val_mean_absolute_error: 0.0106 - 203ms/epoch - 2ms/step
## Epoch 19/100
## 111/111 - 0s - loss: 2.5755e-04 - mean_absolute_error: 0.0105 - val_loss: 4.4332e-04 - val_mean_absolute_error: 0.0133 - 204ms/epoch - 2ms/step
## Epoch 20/100
## 111/111 - 0s - loss: 2.5959e-04 - mean_absolute_error: 0.0106 - val_loss: 4.2213e-04 - val_mean_absolute_error: 0.0108 - 197ms/epoch - 2ms/step
## Epoch 21/100
## 111/111 - 0s - loss: 2.3905e-04 - mean_absolute_error: 0.0102 - val_loss: 3.6540e-04 - val_mean_absolute_error: 0.0103 - 205ms/epoch - 2ms/step
## Epoch 22/100
## 111/111 - 0s - loss: 2.3231e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5838e-04 - val_mean_absolute_error: 0.0114 - 203ms/epoch - 2ms/step
## Epoch 23/100
## 111/111 - 0s - loss: 2.2489e-04 - mean_absolute_error: 0.0100 - val_loss: 4.4206e-04 - val_mean_absolute_error: 0.0109 - 210ms/epoch - 2ms/step
## Epoch 24/100
## 111/111 - 0s - loss: 2.3872e-04 - mean_absolute_error: 0.0101 - val_loss: 4.0055e-04 - val_mean_absolute_error: 0.0106 - 214ms/epoch - 2ms/step
## Epoch 25/100
## 111/111 - 0s - loss: 2.2149e-04 - mean_absolute_error: 0.0098 - val_loss: 4.2721e-04 - val_mean_absolute_error: 0.0106 - 203ms/epoch - 2ms/step
## Epoch 26/100
## 111/111 - 0s - loss: 2.2262e-04 - mean_absolute_error: 0.0098 - val_loss: 5.8157e-04 - val_mean_absolute_error: 0.0132 - 210ms/epoch - 2ms/step
## Epoch 27/100
## 111/111 - 0s - loss: 2.9563e-04 - mean_absolute_error: 0.0111 - val_loss: 3.7062e-04 - val_mean_absolute_error: 0.0106 - 209ms/epoch - 2ms/step
## Epoch 28/100
## 111/111 - 0s - loss: 2.2534e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8293e-04 - val_mean_absolute_error: 0.0103 - 214ms/epoch - 2ms/step
## Epoch 29/100
## 111/111 - 0s - loss: 2.1072e-04 - mean_absolute_error: 0.0096 - val_loss: 4.4029e-04 - val_mean_absolute_error: 0.0119 - 214ms/epoch - 2ms/step
## Epoch 30/100
## 111/111 - 0s - loss: 2.2876e-04 - mean_absolute_error: 0.0101 - val_loss: 3.8287e-04 - val_mean_absolute_error: 0.0105 - 202ms/epoch - 2ms/step
## Epoch 31/100
## 111/111 - 0s - loss: 2.0598e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7729e-04 - val_mean_absolute_error: 0.0105 - 215ms/epoch - 2ms/step
## Epoch 32/100
## 111/111 - 0s - loss: 2.1935e-04 - mean_absolute_error: 0.0098 - val_loss: 5.4987e-04 - val_mean_absolute_error: 0.0130 - 207ms/epoch - 2ms/step
## Epoch 33/100
## 111/111 - 0s - loss: 2.0565e-04 - mean_absolute_error: 0.0095 - val_loss: 4.0790e-04 - val_mean_absolute_error: 0.0103 - 209ms/epoch - 2ms/step
## Epoch 34/100
## 111/111 - 0s - loss: 1.9782e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6376e-04 - val_mean_absolute_error: 0.0102 - 210ms/epoch - 2ms/step
## Epoch 35/100
## 111/111 - 0s - loss: 1.9089e-04 - mean_absolute_error: 0.0092 - val_loss: 3.5588e-04 - val_mean_absolute_error: 0.0100 - 208ms/epoch - 2ms/step
## Epoch 36/100
## 111/111 - 0s - loss: 1.9255e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6400e-04 - val_mean_absolute_error: 0.0101 - 209ms/epoch - 2ms/step
## Epoch 37/100
## 111/111 - 0s - loss: 1.9347e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8187e-04 - val_mean_absolute_error: 0.0104 - 205ms/epoch - 2ms/step
## Epoch 38/100
## 111/111 - 0s - loss: 1.9318e-04 - mean_absolute_error: 0.0093 - val_loss: 4.1842e-04 - val_mean_absolute_error: 0.0107 - 211ms/epoch - 2ms/step
## Epoch 39/100
## 111/111 - 0s - loss: 1.8191e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9492e-04 - val_mean_absolute_error: 0.0104 - 219ms/epoch - 2ms/step
## Epoch 40/100
## 111/111 - 0s - loss: 1.9298e-04 - mean_absolute_error: 0.0093 - val_loss: 3.5503e-04 - val_mean_absolute_error: 0.0101 - 211ms/epoch - 2ms/step
## Epoch 41/100
## 111/111 - 0s - loss: 1.8557e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6063e-04 - val_mean_absolute_error: 0.0100 - 205ms/epoch - 2ms/step
## Epoch 42/100
## 111/111 - 0s - loss: 1.8061e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6622e-04 - val_mean_absolute_error: 0.0100 - 207ms/epoch - 2ms/step
## Epoch 43/100
## 111/111 - 0s - loss: 1.7717e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2316e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 44/100
## 111/111 - 0s - loss: 1.8613e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1827e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 45/100
## 111/111 - 0s - loss: 1.8651e-04 - mean_absolute_error: 0.0092 - val_loss: 4.1577e-04 - val_mean_absolute_error: 0.0106 - 223ms/epoch - 2ms/step
## Epoch 46/100
## 111/111 - 0s - loss: 1.8505e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7048e-04 - val_mean_absolute_error: 0.0101 - 204ms/epoch - 2ms/step
## Epoch 47/100
## 111/111 - 0s - loss: 1.7611e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8232e-04 - val_mean_absolute_error: 0.0102 - 216ms/epoch - 2ms/step
## Epoch 48/100
## 111/111 - 0s - loss: 1.8393e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5491e-04 - val_mean_absolute_error: 0.0101 - 217ms/epoch - 2ms/step
## Epoch 49/100
## 111/111 - 0s - loss: 1.7510e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6517e-04 - val_mean_absolute_error: 0.0101 - 227ms/epoch - 2ms/step
## Epoch 50/100
## 111/111 - 0s - loss: 1.7676e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5381e-04 - val_mean_absolute_error: 0.0101 - 212ms/epoch - 2ms/step
## Epoch 51/100
## 111/111 - 0s - loss: 1.8348e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6803e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 52/100
## 111/111 - 0s - loss: 1.7450e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6133e-04 - val_mean_absolute_error: 0.0103 - 211ms/epoch - 2ms/step
## Epoch 53/100
## 111/111 - 0s - loss: 1.6748e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9949e-04 - val_mean_absolute_error: 0.0122 - 220ms/epoch - 2ms/step
## Epoch 54/100
## 111/111 - 0s - loss: 3.3486e-04 - mean_absolute_error: 0.0115 - val_loss: 3.4837e-04 - val_mean_absolute_error: 0.0102 - 207ms/epoch - 2ms/step
## Epoch 55/100
## 111/111 - 0s - loss: 1.9581e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9450e-04 - val_mean_absolute_error: 0.0103 - 205ms/epoch - 2ms/step
## Epoch 56/100
## 111/111 - 0s - loss: 1.9099e-04 - mean_absolute_error: 0.0091 - val_loss: 3.4944e-04 - val_mean_absolute_error: 0.0101 - 223ms/epoch - 2ms/step
## Epoch 57/100
## 111/111 - 0s - loss: 1.7576e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5178e-04 - val_mean_absolute_error: 0.0099 - 213ms/epoch - 2ms/step
## Epoch 58/100
## 111/111 - 0s - loss: 1.7138e-04 - mean_absolute_error: 0.0088 - val_loss: 3.5108e-04 - val_mean_absolute_error: 0.0099 - 210ms/epoch - 2ms/step
## Epoch 59/100
## 111/111 - 0s - loss: 1.7771e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0029e-04 - val_mean_absolute_error: 0.0103 - 254ms/epoch - 2ms/step
## Epoch 60/100
## 111/111 - 0s - loss: 1.5945e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0127e-04 - val_mean_absolute_error: 0.0104 - 223ms/epoch - 2ms/step
## Epoch 61/100
## 111/111 - 0s - loss: 1.6085e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7491e-04 - val_mean_absolute_error: 0.0101 - 200ms/epoch - 2ms/step
## Epoch 62/100
## 111/111 - 0s - loss: 1.5712e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6946e-04 - val_mean_absolute_error: 0.0099 - 204ms/epoch - 2ms/step
## Epoch 63/100
## 111/111 - 0s - loss: 1.6126e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8422e-04 - val_mean_absolute_error: 0.0102 - 207ms/epoch - 2ms/step
## Epoch 64/100
## 111/111 - 0s - loss: 1.5673e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7179e-04 - val_mean_absolute_error: 0.0100 - 204ms/epoch - 2ms/step
## Epoch 65/100
## 111/111 - 0s - loss: 1.4488e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6309e-04 - val_mean_absolute_error: 0.0099 - 200ms/epoch - 2ms/step
## Epoch 66/100
## 111/111 - 0s - loss: 1.5164e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1100e-04 - val_mean_absolute_error: 0.0104 - 202ms/epoch - 2ms/step
## Epoch 67/100
## 111/111 - 0s - loss: 1.6026e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1435e-04 - val_mean_absolute_error: 0.0109 - 218ms/epoch - 2ms/step
## Epoch 68/100
## 111/111 - 0s - loss: 1.4766e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8816e-04 - val_mean_absolute_error: 0.0100 - 220ms/epoch - 2ms/step
## Epoch 69/100
## 111/111 - 0s - loss: 1.4800e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6751e-04 - val_mean_absolute_error: 0.0099 - 215ms/epoch - 2ms/step
## Epoch 70/100
## 111/111 - 0s - loss: 1.4578e-04 - mean_absolute_error: 0.0083 - val_loss: 3.5772e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 71/100
## 111/111 - 0s - loss: 1.4586e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8198e-04 - val_mean_absolute_error: 0.0101 - 202ms/epoch - 2ms/step
## Epoch 72/100
## 111/111 - 0s - loss: 1.3950e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7682e-04 - val_mean_absolute_error: 0.0100 - 213ms/epoch - 2ms/step
## Epoch 73/100
## 111/111 - 0s - loss: 1.3928e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6869e-04 - val_mean_absolute_error: 0.0100 - 213ms/epoch - 2ms/step
## Epoch 74/100
## 111/111 - 0s - loss: 1.4777e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0688e-04 - val_mean_absolute_error: 0.0102 - 239ms/epoch - 2ms/step
## Epoch 75/100
## 111/111 - 0s - loss: 1.3917e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0963e-04 - val_mean_absolute_error: 0.0110 - 300ms/epoch - 3ms/step
## Epoch 76/100
## 111/111 - 0s - loss: 1.6174e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0835e-04 - val_mean_absolute_error: 0.0101 - 197ms/epoch - 2ms/step
## Epoch 77/100
## 111/111 - 0s - loss: 1.5646e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8516e-04 - val_mean_absolute_error: 0.0100 - 212ms/epoch - 2ms/step
## Epoch 78/100
## 111/111 - 0s - loss: 1.4142e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8744e-04 - val_mean_absolute_error: 0.0101 - 208ms/epoch - 2ms/step
## Epoch 79/100
## 111/111 - 0s - loss: 1.3939e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0116e-04 - val_mean_absolute_error: 0.0100 - 209ms/epoch - 2ms/step
## Epoch 80/100
## 111/111 - 0s - loss: 1.3758e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0196e-04 - val_mean_absolute_error: 0.0102 - 211ms/epoch - 2ms/step
## Epoch 81/100
## 111/111 - 0s - loss: 1.4960e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6739e-04 - val_mean_absolute_error: 0.0100 - 207ms/epoch - 2ms/step
## Epoch 82/100
## 111/111 - 0s - loss: 1.4520e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8368e-04 - val_mean_absolute_error: 0.0101 - 214ms/epoch - 2ms/step
## Epoch 83/100
## 111/111 - 0s - loss: 1.3908e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8513e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 84/100
## 111/111 - 0s - loss: 1.3570e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9563e-04 - val_mean_absolute_error: 0.0100 - 219ms/epoch - 2ms/step
## Epoch 85/100
## 111/111 - 0s - loss: 1.4608e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1362e-04 - val_mean_absolute_error: 0.0105 - 227ms/epoch - 2ms/step
## Epoch 86/100
## 111/111 - 0s - loss: 1.4303e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0824e-04 - val_mean_absolute_error: 0.0102 - 261ms/epoch - 2ms/step
## Epoch 87/100
## 111/111 - 0s - loss: 1.3794e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4300e-04 - val_mean_absolute_error: 0.0105 - 204ms/epoch - 2ms/step
## Epoch 88/100
## 111/111 - 0s - loss: 1.5162e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7825e-04 - val_mean_absolute_error: 0.0099 - 221ms/epoch - 2ms/step
## Epoch 89/100
## 111/111 - 0s - loss: 1.3657e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8524e-04 - val_mean_absolute_error: 0.0100 - 212ms/epoch - 2ms/step
## Epoch 90/100
## 111/111 - 0s - loss: 1.3700e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0020e-04 - val_mean_absolute_error: 0.0102 - 219ms/epoch - 2ms/step
## Epoch 91/100
## 111/111 - 0s - loss: 1.3782e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1879e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 92/100
## 111/111 - 0s - loss: 1.3368e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8032e-04 - val_mean_absolute_error: 0.0101 - 212ms/epoch - 2ms/step
## Epoch 93/100
## 111/111 - 0s - loss: 1.3781e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9611e-04 - val_mean_absolute_error: 0.0100 - 221ms/epoch - 2ms/step
## Epoch 94/100
## 111/111 - 0s - loss: 1.3467e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1512e-04 - val_mean_absolute_error: 0.0106 - 213ms/epoch - 2ms/step
## Epoch 95/100
## 111/111 - 0s - loss: 1.3471e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9396e-04 - val_mean_absolute_error: 0.0101 - 207ms/epoch - 2ms/step
## Epoch 96/100
## 111/111 - 0s - loss: 1.3040e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9737e-04 - val_mean_absolute_error: 0.0104 - 211ms/epoch - 2ms/step
## Epoch 97/100
## 111/111 - 0s - loss: 1.3308e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0037e-04 - val_mean_absolute_error: 0.0103 - 205ms/epoch - 2ms/step
## Epoch 98/100
## 111/111 - 0s - loss: 1.3408e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3213e-04 - val_mean_absolute_error: 0.0103 - 208ms/epoch - 2ms/step
## Epoch 99/100
## 111/111 - 0s - loss: 1.2959e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9488e-04 - val_mean_absolute_error: 0.0101 - 261ms/epoch - 2ms/step
## Epoch 100/100
## 111/111 - 0s - loss: 1.2951e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9074e-04 - val_mean_absolute_error: 0.0099 - 214ms/epoch - 2ms/step
## Epoch 1/150
## 111/111 - 1s - loss: 0.0014 - mean_absolute_error: 0.0249 - val_loss: 6.5885e-04 - val_mean_absolute_error: 0.0147 - 849ms/epoch - 8ms/step
## Epoch 2/150
## 111/111 - 0s - loss: 7.9728e-04 - mean_absolute_error: 0.0185 - val_loss: 9.0597e-04 - val_mean_absolute_error: 0.0164 - 219ms/epoch - 2ms/step
## Epoch 3/150
## 111/111 - 0s - loss: 5.9879e-04 - mean_absolute_error: 0.0157 - val_loss: 6.8027e-04 - val_mean_absolute_error: 0.0150 - 199ms/epoch - 2ms/step
## Epoch 4/150
## 111/111 - 0s - loss: 5.5800e-04 - mean_absolute_error: 0.0152 - val_loss: 6.1089e-04 - val_mean_absolute_error: 0.0134 - 205ms/epoch - 2ms/step
## Epoch 5/150
## 111/111 - 0s - loss: 4.6264e-04 - mean_absolute_error: 0.0137 - val_loss: 5.0286e-04 - val_mean_absolute_error: 0.0118 - 208ms/epoch - 2ms/step
## Epoch 6/150
## 111/111 - 0s - loss: 4.6357e-04 - mean_absolute_error: 0.0136 - val_loss: 5.4283e-04 - val_mean_absolute_error: 0.0122 - 220ms/epoch - 2ms/step
## Epoch 7/150
## 111/111 - 0s - loss: 4.2050e-04 - mean_absolute_error: 0.0131 - val_loss: 4.5531e-04 - val_mean_absolute_error: 0.0117 - 217ms/epoch - 2ms/step
## Epoch 8/150
## 111/111 - 0s - loss: 3.8572e-04 - mean_absolute_error: 0.0128 - val_loss: 4.3974e-04 - val_mean_absolute_error: 0.0114 - 217ms/epoch - 2ms/step
## Epoch 9/150
## 111/111 - 0s - loss: 3.6952e-04 - mean_absolute_error: 0.0125 - val_loss: 4.6369e-04 - val_mean_absolute_error: 0.0115 - 217ms/epoch - 2ms/step
## Epoch 10/150
## 111/111 - 0s - loss: 3.4984e-04 - mean_absolute_error: 0.0120 - val_loss: 4.6610e-04 - val_mean_absolute_error: 0.0113 - 221ms/epoch - 2ms/step
## Epoch 11/150
## 111/111 - 0s - loss: 3.3856e-04 - mean_absolute_error: 0.0119 - val_loss: 4.6099e-04 - val_mean_absolute_error: 0.0119 - 221ms/epoch - 2ms/step
## Epoch 12/150
## 111/111 - 0s - loss: 3.2192e-04 - mean_absolute_error: 0.0115 - val_loss: 5.1366e-04 - val_mean_absolute_error: 0.0118 - 218ms/epoch - 2ms/step
## Epoch 13/150
## 111/111 - 0s - loss: 2.9895e-04 - mean_absolute_error: 0.0113 - val_loss: 4.9360e-04 - val_mean_absolute_error: 0.0113 - 208ms/epoch - 2ms/step
## Epoch 14/150
## 111/111 - 0s - loss: 3.0086e-04 - mean_absolute_error: 0.0112 - val_loss: 4.7106e-04 - val_mean_absolute_error: 0.0116 - 209ms/epoch - 2ms/step
## Epoch 15/150
## 111/111 - 0s - loss: 3.0435e-04 - mean_absolute_error: 0.0112 - val_loss: 4.9974e-04 - val_mean_absolute_error: 0.0115 - 211ms/epoch - 2ms/step
## Epoch 16/150
## 111/111 - 0s - loss: 3.8368e-04 - mean_absolute_error: 0.0123 - val_loss: 4.0044e-04 - val_mean_absolute_error: 0.0107 - 207ms/epoch - 2ms/step
## Epoch 17/150
## 111/111 - 0s - loss: 2.9142e-04 - mean_absolute_error: 0.0110 - val_loss: 4.7878e-04 - val_mean_absolute_error: 0.0112 - 205ms/epoch - 2ms/step
## Epoch 18/150
## 111/111 - 0s - loss: 2.7433e-04 - mean_absolute_error: 0.0108 - val_loss: 4.3690e-04 - val_mean_absolute_error: 0.0109 - 252ms/epoch - 2ms/step
## Epoch 19/150
## 111/111 - 0s - loss: 2.8961e-04 - mean_absolute_error: 0.0109 - val_loss: 3.9685e-04 - val_mean_absolute_error: 0.0105 - 205ms/epoch - 2ms/step
## Epoch 20/150
## 111/111 - 0s - loss: 2.7380e-04 - mean_absolute_error: 0.0106 - val_loss: 4.3652e-04 - val_mean_absolute_error: 0.0108 - 212ms/epoch - 2ms/step
## Epoch 21/150
## 111/111 - 0s - loss: 2.5536e-04 - mean_absolute_error: 0.0107 - val_loss: 4.0531e-04 - val_mean_absolute_error: 0.0106 - 225ms/epoch - 2ms/step
## Epoch 22/150
## 111/111 - 0s - loss: 2.5063e-04 - mean_absolute_error: 0.0104 - val_loss: 4.4369e-04 - val_mean_absolute_error: 0.0108 - 217ms/epoch - 2ms/step
## Epoch 23/150
## 111/111 - 0s - loss: 2.3996e-04 - mean_absolute_error: 0.0103 - val_loss: 4.3400e-04 - val_mean_absolute_error: 0.0106 - 206ms/epoch - 2ms/step
## Epoch 24/150
## 111/111 - 0s - loss: 2.4218e-04 - mean_absolute_error: 0.0102 - val_loss: 4.2837e-04 - val_mean_absolute_error: 0.0106 - 210ms/epoch - 2ms/step
## Epoch 25/150
## 111/111 - 0s - loss: 2.4351e-04 - mean_absolute_error: 0.0102 - val_loss: 4.1539e-04 - val_mean_absolute_error: 0.0106 - 211ms/epoch - 2ms/step
## Epoch 26/150
## 111/111 - 0s - loss: 2.3511e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0106e-04 - val_mean_absolute_error: 0.0104 - 208ms/epoch - 2ms/step
## Epoch 27/150
## 111/111 - 0s - loss: 2.2578e-04 - mean_absolute_error: 0.0101 - val_loss: 4.3291e-04 - val_mean_absolute_error: 0.0115 - 208ms/epoch - 2ms/step
## Epoch 28/150
## 111/111 - 0s - loss: 2.1100e-04 - mean_absolute_error: 0.0098 - val_loss: 4.5473e-04 - val_mean_absolute_error: 0.0111 - 208ms/epoch - 2ms/step
## Epoch 29/150
## 111/111 - 0s - loss: 2.2739e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5922e-04 - val_mean_absolute_error: 0.0115 - 216ms/epoch - 2ms/step
## Epoch 30/150
## 111/111 - 0s - loss: 2.1974e-04 - mean_absolute_error: 0.0099 - val_loss: 3.5012e-04 - val_mean_absolute_error: 0.0103 - 214ms/epoch - 2ms/step
## Epoch 31/150
## 111/111 - 0s - loss: 2.2564e-04 - mean_absolute_error: 0.0099 - val_loss: 4.1499e-04 - val_mean_absolute_error: 0.0111 - 210ms/epoch - 2ms/step
## Epoch 32/150
## 111/111 - 0s - loss: 2.2246e-04 - mean_absolute_error: 0.0100 - val_loss: 4.2288e-04 - val_mean_absolute_error: 0.0109 - 210ms/epoch - 2ms/step
## Epoch 33/150
## 111/111 - 0s - loss: 2.0902e-04 - mean_absolute_error: 0.0096 - val_loss: 3.5598e-04 - val_mean_absolute_error: 0.0102 - 209ms/epoch - 2ms/step
## Epoch 34/150
## 111/111 - 0s - loss: 2.1259e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9442e-04 - val_mean_absolute_error: 0.0107 - 212ms/epoch - 2ms/step
## Epoch 35/150
## 111/111 - 0s - loss: 2.1404e-04 - mean_absolute_error: 0.0097 - val_loss: 3.6921e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 36/150
## 111/111 - 0s - loss: 1.9727e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1211e-04 - val_mean_absolute_error: 0.0104 - 210ms/epoch - 2ms/step
## Epoch 37/150
## 111/111 - 0s - loss: 1.9887e-04 - mean_absolute_error: 0.0095 - val_loss: 3.5060e-04 - val_mean_absolute_error: 0.0106 - 202ms/epoch - 2ms/step
## Epoch 38/150
## 111/111 - 0s - loss: 1.9660e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8539e-04 - val_mean_absolute_error: 0.0102 - 208ms/epoch - 2ms/step
## Epoch 39/150
## 111/111 - 0s - loss: 1.9330e-04 - mean_absolute_error: 0.0093 - val_loss: 4.5701e-04 - val_mean_absolute_error: 0.0109 - 215ms/epoch - 2ms/step
## Epoch 40/150
## 111/111 - 0s - loss: 2.2703e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8092e-04 - val_mean_absolute_error: 0.0104 - 224ms/epoch - 2ms/step
## Epoch 41/150
## 111/111 - 0s - loss: 2.0835e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8014e-04 - val_mean_absolute_error: 0.0102 - 224ms/epoch - 2ms/step
## Epoch 42/150
## 111/111 - 0s - loss: 1.8454e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9243e-04 - val_mean_absolute_error: 0.0101 - 211ms/epoch - 2ms/step
## Epoch 43/150
## 111/111 - 0s - loss: 1.8758e-04 - mean_absolute_error: 0.0094 - val_loss: 4.6006e-04 - val_mean_absolute_error: 0.0117 - 211ms/epoch - 2ms/step
## Epoch 44/150
## 111/111 - 0s - loss: 1.9141e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8488e-04 - val_mean_absolute_error: 0.0118 - 207ms/epoch - 2ms/step
## Epoch 45/150
## 111/111 - 0s - loss: 2.2285e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3748e-04 - val_mean_absolute_error: 0.0107 - 211ms/epoch - 2ms/step
## Epoch 46/150
## 111/111 - 0s - loss: 1.8311e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9808e-04 - val_mean_absolute_error: 0.0117 - 214ms/epoch - 2ms/step
## Epoch 47/150
## 111/111 - 0s - loss: 1.9706e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1520e-04 - val_mean_absolute_error: 0.0104 - 209ms/epoch - 2ms/step
## Epoch 48/150
## 111/111 - 0s - loss: 1.8779e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7079e-04 - val_mean_absolute_error: 0.0103 - 219ms/epoch - 2ms/step
## Epoch 49/150
## 111/111 - 0s - loss: 1.7560e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7665e-04 - val_mean_absolute_error: 0.0105 - 204ms/epoch - 2ms/step
## Epoch 50/150
## 111/111 - 0s - loss: 1.6995e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6982e-04 - val_mean_absolute_error: 0.0112 - 206ms/epoch - 2ms/step
## Epoch 51/150
## 111/111 - 0s - loss: 1.7100e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7900e-04 - val_mean_absolute_error: 0.0105 - 213ms/epoch - 2ms/step
## Epoch 52/150
## 111/111 - 0s - loss: 1.7147e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0052e-04 - val_mean_absolute_error: 0.0103 - 208ms/epoch - 2ms/step
## Epoch 53/150
## 111/111 - 0s - loss: 1.7205e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5986e-04 - val_mean_absolute_error: 0.0104 - 212ms/epoch - 2ms/step
## Epoch 54/150
## 111/111 - 0s - loss: 1.7281e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6965e-04 - val_mean_absolute_error: 0.0113 - 211ms/epoch - 2ms/step
## Epoch 55/150
## 111/111 - 0s - loss: 1.6054e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0691e-04 - val_mean_absolute_error: 0.0103 - 210ms/epoch - 2ms/step
## Epoch 56/150
## 111/111 - 0s - loss: 1.7060e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9451e-04 - val_mean_absolute_error: 0.0112 - 208ms/epoch - 2ms/step
## Epoch 57/150
## 111/111 - 0s - loss: 1.6655e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7206e-04 - val_mean_absolute_error: 0.0103 - 208ms/epoch - 2ms/step
## Epoch 58/150
## 111/111 - 0s - loss: 1.7214e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2766e-04 - val_mean_absolute_error: 0.0121 - 212ms/epoch - 2ms/step
## Epoch 59/150
## 111/111 - 0s - loss: 1.6851e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9235e-04 - val_mean_absolute_error: 0.0107 - 327ms/epoch - 3ms/step
## Epoch 60/150
## 111/111 - 0s - loss: 1.6097e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3346e-04 - val_mean_absolute_error: 0.0113 - 221ms/epoch - 2ms/step
## Epoch 61/150
## 111/111 - 0s - loss: 1.6530e-04 - mean_absolute_error: 0.0087 - val_loss: 4.7645e-04 - val_mean_absolute_error: 0.0123 - 207ms/epoch - 2ms/step
## Epoch 62/150
## 111/111 - 0s - loss: 1.6677e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8802e-04 - val_mean_absolute_error: 0.0109 - 214ms/epoch - 2ms/step
## Epoch 63/150
## 111/111 - 0s - loss: 1.6152e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9957e-04 - val_mean_absolute_error: 0.0114 - 214ms/epoch - 2ms/step
## Epoch 64/150
## 111/111 - 0s - loss: 1.5547e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6405e-04 - val_mean_absolute_error: 0.0104 - 224ms/epoch - 2ms/step
## Epoch 65/150
## 111/111 - 0s - loss: 1.5140e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2706e-04 - val_mean_absolute_error: 0.0123 - 219ms/epoch - 2ms/step
## Epoch 66/150
## 111/111 - 0s - loss: 1.4972e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9866e-04 - val_mean_absolute_error: 0.0110 - 224ms/epoch - 2ms/step
## Epoch 67/150
## 111/111 - 0s - loss: 1.5096e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8073e-04 - val_mean_absolute_error: 0.0099 - 211ms/epoch - 2ms/step
## Epoch 68/150
## 111/111 - 0s - loss: 1.6621e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9504e-04 - val_mean_absolute_error: 0.0108 - 203ms/epoch - 2ms/step
## Epoch 69/150
## 111/111 - 0s - loss: 1.6166e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8912e-04 - val_mean_absolute_error: 0.0103 - 209ms/epoch - 2ms/step
## Epoch 70/150
## 111/111 - 0s - loss: 1.5127e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1572e-04 - val_mean_absolute_error: 0.0118 - 213ms/epoch - 2ms/step
## Epoch 71/150
## 111/111 - 0s - loss: 1.4921e-04 - mean_absolute_error: 0.0085 - val_loss: 4.3037e-04 - val_mean_absolute_error: 0.0119 - 220ms/epoch - 2ms/step
## Epoch 72/150
## 111/111 - 0s - loss: 1.4910e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1174e-04 - val_mean_absolute_error: 0.0116 - 203ms/epoch - 2ms/step
## Epoch 73/150
## 111/111 - 0s - loss: 1.4359e-04 - mean_absolute_error: 0.0083 - val_loss: 4.4564e-04 - val_mean_absolute_error: 0.0129 - 211ms/epoch - 2ms/step
## Epoch 74/150
## 111/111 - 0s - loss: 1.5141e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8387e-04 - val_mean_absolute_error: 0.0109 - 208ms/epoch - 2ms/step
## Epoch 75/150
## 111/111 - 0s - loss: 1.5277e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5543e-04 - val_mean_absolute_error: 0.0125 - 244ms/epoch - 2ms/step
## Epoch 76/150
## 111/111 - 0s - loss: 1.4810e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1630e-04 - val_mean_absolute_error: 0.0111 - 214ms/epoch - 2ms/step
## Epoch 77/150
## 111/111 - 0s - loss: 1.3357e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4192e-04 - val_mean_absolute_error: 0.0117 - 212ms/epoch - 2ms/step
## Epoch 78/150
## 111/111 - 0s - loss: 1.4445e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3037e-04 - val_mean_absolute_error: 0.0104 - 210ms/epoch - 2ms/step
## Epoch 79/150
## 111/111 - 0s - loss: 1.3981e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1078e-04 - val_mean_absolute_error: 0.0121 - 211ms/epoch - 2ms/step
## Epoch 80/150
## 111/111 - 0s - loss: 1.4817e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0760e-04 - val_mean_absolute_error: 0.0106 - 204ms/epoch - 2ms/step
## Epoch 81/150
## 111/111 - 0s - loss: 1.3877e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9154e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 82/150
## 111/111 - 0s - loss: 1.4207e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3266e-04 - val_mean_absolute_error: 0.0118 - 202ms/epoch - 2ms/step
## Epoch 83/150
## 111/111 - 0s - loss: 1.4701e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0455e-04 - val_mean_absolute_error: 0.0111 - 218ms/epoch - 2ms/step
## Epoch 84/150
## 111/111 - 0s - loss: 1.4434e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1374e-04 - val_mean_absolute_error: 0.0110 - 222ms/epoch - 2ms/step
## Epoch 85/150
## 111/111 - 0s - loss: 1.4580e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2273e-04 - val_mean_absolute_error: 0.0120 - 207ms/epoch - 2ms/step
## Epoch 86/150
## 111/111 - 0s - loss: 1.4894e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0677e-04 - val_mean_absolute_error: 0.0109 - 211ms/epoch - 2ms/step
## Epoch 87/150
## 111/111 - 0s - loss: 1.3803e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1695e-04 - val_mean_absolute_error: 0.0110 - 215ms/epoch - 2ms/step
## Epoch 88/150
## 111/111 - 0s - loss: 1.3176e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3366e-04 - val_mean_absolute_error: 0.0107 - 215ms/epoch - 2ms/step
## Epoch 89/150
## 111/111 - 0s - loss: 1.4041e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1344e-04 - val_mean_absolute_error: 0.0114 - 208ms/epoch - 2ms/step
## Epoch 90/150
## 111/111 - 0s - loss: 1.4251e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2915e-04 - val_mean_absolute_error: 0.0112 - 217ms/epoch - 2ms/step
## Epoch 91/150
## 111/111 - 0s - loss: 1.3402e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4437e-04 - val_mean_absolute_error: 0.0108 - 209ms/epoch - 2ms/step
## Epoch 92/150
## 111/111 - 0s - loss: 1.3338e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2805e-04 - val_mean_absolute_error: 0.0108 - 223ms/epoch - 2ms/step
## Epoch 93/150
## 111/111 - 0s - loss: 1.3126e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2204e-04 - val_mean_absolute_error: 0.0115 - 219ms/epoch - 2ms/step
## Epoch 94/150
## 111/111 - 0s - loss: 1.3526e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0817e-04 - val_mean_absolute_error: 0.0113 - 211ms/epoch - 2ms/step
## Epoch 95/150
## 111/111 - 0s - loss: 1.3490e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1605e-04 - val_mean_absolute_error: 0.0106 - 212ms/epoch - 2ms/step
## Epoch 96/150
## 111/111 - 0s - loss: 1.3844e-04 - mean_absolute_error: 0.0081 - val_loss: 4.1435e-04 - val_mean_absolute_error: 0.0115 - 216ms/epoch - 2ms/step
## Epoch 97/150
## 111/111 - 0s - loss: 1.3731e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8114e-04 - val_mean_absolute_error: 0.0106 - 215ms/epoch - 2ms/step
## Epoch 98/150
## 111/111 - 0s - loss: 1.3030e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9256e-04 - val_mean_absolute_error: 0.0104 - 214ms/epoch - 2ms/step
## Epoch 99/150
## 111/111 - 0s - loss: 1.3345e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2005e-04 - val_mean_absolute_error: 0.0103 - 210ms/epoch - 2ms/step
## Epoch 100/150
## 111/111 - 0s - loss: 1.2901e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3401e-04 - val_mean_absolute_error: 0.0107 - 204ms/epoch - 2ms/step
## Epoch 101/150
## 111/111 - 0s - loss: 1.4180e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9533e-04 - val_mean_absolute_error: 0.0111 - 211ms/epoch - 2ms/step
## Epoch 102/150
## 111/111 - 0s - loss: 1.3235e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3720e-04 - val_mean_absolute_error: 0.0110 - 210ms/epoch - 2ms/step
## Epoch 103/150
## 111/111 - 0s - loss: 1.3303e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9016e-04 - val_mean_absolute_error: 0.0101 - 215ms/epoch - 2ms/step
## Epoch 104/150
## 111/111 - 0s - loss: 1.3896e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1706e-04 - val_mean_absolute_error: 0.0121 - 209ms/epoch - 2ms/step
## Epoch 105/150
## 111/111 - 0s - loss: 1.2884e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1661e-04 - val_mean_absolute_error: 0.0110 - 207ms/epoch - 2ms/step
## Epoch 106/150
## 111/111 - 0s - loss: 1.2916e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9628e-04 - val_mean_absolute_error: 0.0103 - 222ms/epoch - 2ms/step
## Epoch 107/150
## 111/111 - 0s - loss: 1.2540e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1774e-04 - val_mean_absolute_error: 0.0114 - 198ms/epoch - 2ms/step
## Epoch 108/150
## 111/111 - 0s - loss: 1.2090e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1646e-04 - val_mean_absolute_error: 0.0115 - 201ms/epoch - 2ms/step
## Epoch 109/150
## 111/111 - 0s - loss: 1.1867e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4914e-04 - val_mean_absolute_error: 0.0105 - 209ms/epoch - 2ms/step
## Epoch 110/150
## 111/111 - 0s - loss: 1.4862e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1686e-04 - val_mean_absolute_error: 0.0108 - 210ms/epoch - 2ms/step
## Epoch 111/150
## 111/111 - 0s - loss: 1.2928e-04 - mean_absolute_error: 0.0079 - val_loss: 4.8086e-04 - val_mean_absolute_error: 0.0115 - 210ms/epoch - 2ms/step
## Epoch 112/150
## 111/111 - 0s - loss: 1.3282e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0642e-04 - val_mean_absolute_error: 0.0106 - 218ms/epoch - 2ms/step
## Epoch 113/150
## 111/111 - 0s - loss: 1.2419e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0190e-04 - val_mean_absolute_error: 0.0102 - 214ms/epoch - 2ms/step
## Epoch 114/150
## 111/111 - 0s - loss: 1.3106e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3545e-04 - val_mean_absolute_error: 0.0111 - 210ms/epoch - 2ms/step
## Epoch 115/150
## 111/111 - 0s - loss: 1.2372e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7864e-04 - val_mean_absolute_error: 0.0124 - 211ms/epoch - 2ms/step
## Epoch 116/150
## 111/111 - 0s - loss: 1.3570e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2437e-04 - val_mean_absolute_error: 0.0107 - 212ms/epoch - 2ms/step
## Epoch 117/150
## 111/111 - 0s - loss: 1.2091e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4047e-04 - val_mean_absolute_error: 0.0115 - 218ms/epoch - 2ms/step
## Epoch 118/150
## 111/111 - 0s - loss: 1.1700e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2451e-04 - val_mean_absolute_error: 0.0118 - 210ms/epoch - 2ms/step
## Epoch 119/150
## 111/111 - 0s - loss: 1.2466e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4286e-04 - val_mean_absolute_error: 0.0108 - 205ms/epoch - 2ms/step
## Epoch 120/150
## 111/111 - 0s - loss: 1.2396e-04 - mean_absolute_error: 0.0078 - val_loss: 4.6910e-04 - val_mean_absolute_error: 0.0114 - 211ms/epoch - 2ms/step
## Epoch 121/150
## 111/111 - 0s - loss: 1.3989e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3543e-04 - val_mean_absolute_error: 0.0115 - 211ms/epoch - 2ms/step
## Epoch 122/150
## 111/111 - 0s - loss: 1.1946e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3821e-04 - val_mean_absolute_error: 0.0109 - 211ms/epoch - 2ms/step
## Epoch 123/150
## 111/111 - 0s - loss: 1.3175e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0078e-04 - val_mean_absolute_error: 0.0113 - 217ms/epoch - 2ms/step
## Epoch 124/150
## 111/111 - 0s - loss: 1.2911e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1438e-04 - val_mean_absolute_error: 0.0107 - 222ms/epoch - 2ms/step
## Epoch 125/150
## 111/111 - 0s - loss: 1.2284e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5873e-04 - val_mean_absolute_error: 0.0130 - 214ms/epoch - 2ms/step
## Epoch 126/150
## 111/111 - 0s - loss: 1.1500e-04 - mean_absolute_error: 0.0075 - val_loss: 4.9007e-04 - val_mean_absolute_error: 0.0136 - 213ms/epoch - 2ms/step
## Epoch 127/150
## 111/111 - 0s - loss: 1.4669e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5881e-04 - val_mean_absolute_error: 0.0130 - 226ms/epoch - 2ms/step
## Epoch 128/150
## 111/111 - 0s - loss: 1.1882e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4410e-04 - val_mean_absolute_error: 0.0113 - 208ms/epoch - 2ms/step
## Epoch 129/150
## 111/111 - 0s - loss: 1.1768e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7218e-04 - val_mean_absolute_error: 0.0117 - 205ms/epoch - 2ms/step
## Epoch 130/150
## 111/111 - 0s - loss: 1.1389e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4240e-04 - val_mean_absolute_error: 0.0116 - 206ms/epoch - 2ms/step
## Epoch 131/150
## 111/111 - 0s - loss: 1.1323e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1718e-04 - val_mean_absolute_error: 0.0112 - 213ms/epoch - 2ms/step
## Epoch 132/150
## 111/111 - 0s - loss: 1.1616e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0166e-04 - val_mean_absolute_error: 0.0111 - 212ms/epoch - 2ms/step
## Epoch 133/150
## 111/111 - 0s - loss: 1.1986e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6053e-04 - val_mean_absolute_error: 0.0128 - 211ms/epoch - 2ms/step
## Epoch 134/150
## 111/111 - 0s - loss: 1.1334e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5124e-04 - val_mean_absolute_error: 0.0114 - 218ms/epoch - 2ms/step
## Epoch 135/150
## 111/111 - 0s - loss: 1.1246e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5901e-04 - val_mean_absolute_error: 0.0130 - 213ms/epoch - 2ms/step
## Epoch 136/150
## 111/111 - 0s - loss: 1.1668e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4578e-04 - val_mean_absolute_error: 0.0109 - 217ms/epoch - 2ms/step
## Epoch 137/150
## 111/111 - 0s - loss: 1.1331e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5393e-04 - val_mean_absolute_error: 0.0119 - 211ms/epoch - 2ms/step
## Epoch 138/150
## 111/111 - 0s - loss: 1.2019e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4531e-04 - val_mean_absolute_error: 0.0110 - 215ms/epoch - 2ms/step
## Epoch 139/150
## 111/111 - 0s - loss: 1.1110e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2672e-04 - val_mean_absolute_error: 0.0106 - 218ms/epoch - 2ms/step
## Epoch 140/150
## 111/111 - 0s - loss: 1.1530e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2093e-04 - val_mean_absolute_error: 0.0113 - 211ms/epoch - 2ms/step
## Epoch 141/150
## 111/111 - 0s - loss: 1.1926e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1115e-04 - val_mean_absolute_error: 0.0118 - 212ms/epoch - 2ms/step
## Epoch 142/150
## 111/111 - 0s - loss: 1.1721e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4161e-04 - val_mean_absolute_error: 0.0114 - 213ms/epoch - 2ms/step
## Epoch 143/150
## 111/111 - 0s - loss: 1.0919e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6490e-04 - val_mean_absolute_error: 0.0134 - 213ms/epoch - 2ms/step
## Epoch 144/150
## 111/111 - 0s - loss: 1.1595e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1904e-04 - val_mean_absolute_error: 0.0111 - 212ms/epoch - 2ms/step
## Epoch 145/150
## 111/111 - 0s - loss: 1.1722e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3292e-04 - val_mean_absolute_error: 0.0105 - 212ms/epoch - 2ms/step
## Epoch 146/150
## 111/111 - 0s - loss: 1.1469e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4645e-04 - val_mean_absolute_error: 0.0107 - 199ms/epoch - 2ms/step
## Epoch 147/150
## 111/111 - 0s - loss: 1.1196e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3566e-04 - val_mean_absolute_error: 0.0111 - 209ms/epoch - 2ms/step
## Epoch 148/150
## 111/111 - 0s - loss: 1.1464e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1099e-04 - val_mean_absolute_error: 0.0110 - 210ms/epoch - 2ms/step
## Epoch 149/150
## 111/111 - 0s - loss: 1.1332e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2373e-04 - val_mean_absolute_error: 0.0115 - 209ms/epoch - 2ms/step
## Epoch 150/150
## 111/111 - 0s - loss: 1.0861e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3501e-04 - val_mean_absolute_error: 0.0123 - 210ms/epoch - 2ms/step
## Epoch 1/200
## 111/111 - 1s - loss: 0.0015 - mean_absolute_error: 0.0252 - val_loss: 7.5674e-04 - val_mean_absolute_error: 0.0149 - 832ms/epoch - 7ms/step
## Epoch 2/200
## 111/111 - 0s - loss: 6.5283e-04 - mean_absolute_error: 0.0166 - val_loss: 6.3874e-04 - val_mean_absolute_error: 0.0143 - 221ms/epoch - 2ms/step
## Epoch 3/200
## 111/111 - 0s - loss: 5.3979e-04 - mean_absolute_error: 0.0151 - val_loss: 6.5416e-04 - val_mean_absolute_error: 0.0136 - 210ms/epoch - 2ms/step
## Epoch 4/200
## 111/111 - 0s - loss: 4.8142e-04 - mean_absolute_error: 0.0140 - val_loss: 6.2611e-04 - val_mean_absolute_error: 0.0160 - 203ms/epoch - 2ms/step
## Epoch 5/200
## 111/111 - 0s - loss: 4.3845e-04 - mean_absolute_error: 0.0135 - val_loss: 4.5321e-04 - val_mean_absolute_error: 0.0116 - 207ms/epoch - 2ms/step
## Epoch 6/200
## 111/111 - 0s - loss: 4.1720e-04 - mean_absolute_error: 0.0130 - val_loss: 5.1400e-04 - val_mean_absolute_error: 0.0128 - 208ms/epoch - 2ms/step
## Epoch 7/200
## 111/111 - 0s - loss: 4.1248e-04 - mean_absolute_error: 0.0132 - val_loss: 4.3249e-04 - val_mean_absolute_error: 0.0111 - 213ms/epoch - 2ms/step
## Epoch 8/200
## 111/111 - 0s - loss: 3.5159e-04 - mean_absolute_error: 0.0122 - val_loss: 4.4664e-04 - val_mean_absolute_error: 0.0111 - 201ms/epoch - 2ms/step
## Epoch 9/200
## 111/111 - 0s - loss: 3.4987e-04 - mean_absolute_error: 0.0119 - val_loss: 5.7225e-04 - val_mean_absolute_error: 0.0130 - 212ms/epoch - 2ms/step
## Epoch 10/200
## 111/111 - 0s - loss: 3.4434e-04 - mean_absolute_error: 0.0120 - val_loss: 4.5658e-04 - val_mean_absolute_error: 0.0109 - 214ms/epoch - 2ms/step
## Epoch 11/200
## 111/111 - 0s - loss: 3.1729e-04 - mean_absolute_error: 0.0114 - val_loss: 4.4957e-04 - val_mean_absolute_error: 0.0108 - 214ms/epoch - 2ms/step
## Epoch 12/200
## 111/111 - 0s - loss: 3.1063e-04 - mean_absolute_error: 0.0114 - val_loss: 4.8829e-04 - val_mean_absolute_error: 0.0121 - 217ms/epoch - 2ms/step
## Epoch 13/200
## 111/111 - 0s - loss: 2.9887e-04 - mean_absolute_error: 0.0111 - val_loss: 4.3195e-04 - val_mean_absolute_error: 0.0108 - 208ms/epoch - 2ms/step
## Epoch 14/200
## 111/111 - 0s - loss: 2.9846e-04 - mean_absolute_error: 0.0113 - val_loss: 4.9221e-04 - val_mean_absolute_error: 0.0120 - 207ms/epoch - 2ms/step
## Epoch 15/200
## 111/111 - 0s - loss: 2.8026e-04 - mean_absolute_error: 0.0109 - val_loss: 3.8881e-04 - val_mean_absolute_error: 0.0107 - 213ms/epoch - 2ms/step
## Epoch 16/200
## 111/111 - 0s - loss: 2.6658e-04 - mean_absolute_error: 0.0107 - val_loss: 4.6855e-04 - val_mean_absolute_error: 0.0145 - 213ms/epoch - 2ms/step
## Epoch 17/200
## 111/111 - 0s - loss: 2.8822e-04 - mean_absolute_error: 0.0112 - val_loss: 4.1938e-04 - val_mean_absolute_error: 0.0111 - 211ms/epoch - 2ms/step
## Epoch 18/200
## 111/111 - 0s - loss: 2.4625e-04 - mean_absolute_error: 0.0104 - val_loss: 4.1168e-04 - val_mean_absolute_error: 0.0107 - 206ms/epoch - 2ms/step
## Epoch 19/200
## 111/111 - 0s - loss: 2.5728e-04 - mean_absolute_error: 0.0105 - val_loss: 4.2746e-04 - val_mean_absolute_error: 0.0111 - 216ms/epoch - 2ms/step
## Epoch 20/200
## 111/111 - 0s - loss: 2.4288e-04 - mean_absolute_error: 0.0103 - val_loss: 4.3224e-04 - val_mean_absolute_error: 0.0109 - 212ms/epoch - 2ms/step
## Epoch 21/200
## 111/111 - 0s - loss: 2.4352e-04 - mean_absolute_error: 0.0104 - val_loss: 4.1263e-04 - val_mean_absolute_error: 0.0109 - 218ms/epoch - 2ms/step
## Epoch 22/200
## 111/111 - 0s - loss: 2.3179e-04 - mean_absolute_error: 0.0101 - val_loss: 4.3051e-04 - val_mean_absolute_error: 0.0107 - 217ms/epoch - 2ms/step
## Epoch 23/200
## 111/111 - 0s - loss: 2.3779e-04 - mean_absolute_error: 0.0104 - val_loss: 4.4577e-04 - val_mean_absolute_error: 0.0108 - 208ms/epoch - 2ms/step
## Epoch 24/200
## 111/111 - 0s - loss: 2.3009e-04 - mean_absolute_error: 0.0102 - val_loss: 3.9893e-04 - val_mean_absolute_error: 0.0105 - 214ms/epoch - 2ms/step
## Epoch 25/200
## 111/111 - 0s - loss: 2.2539e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0484e-04 - val_mean_absolute_error: 0.0112 - 214ms/epoch - 2ms/step
## Epoch 26/200
## 111/111 - 0s - loss: 2.2380e-04 - mean_absolute_error: 0.0100 - val_loss: 4.2881e-04 - val_mean_absolute_error: 0.0107 - 211ms/epoch - 2ms/step
## Epoch 27/200
## 111/111 - 0s - loss: 2.1258e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3165e-04 - val_mean_absolute_error: 0.0104 - 203ms/epoch - 2ms/step
## Epoch 28/200
## 111/111 - 0s - loss: 2.1321e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8528e-04 - val_mean_absolute_error: 0.0103 - 206ms/epoch - 2ms/step
## Epoch 29/200
## 111/111 - 0s - loss: 2.1079e-04 - mean_absolute_error: 0.0097 - val_loss: 4.5454e-04 - val_mean_absolute_error: 0.0105 - 211ms/epoch - 2ms/step
## Epoch 30/200
## 111/111 - 0s - loss: 2.0528e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8751e-04 - val_mean_absolute_error: 0.0103 - 216ms/epoch - 2ms/step
## Epoch 31/200
## 111/111 - 0s - loss: 2.0849e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1063e-04 - val_mean_absolute_error: 0.0105 - 209ms/epoch - 2ms/step
## Epoch 32/200
## 111/111 - 0s - loss: 1.9889e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9379e-04 - val_mean_absolute_error: 0.0108 - 215ms/epoch - 2ms/step
## Epoch 33/200
## 111/111 - 0s - loss: 1.9956e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9470e-04 - val_mean_absolute_error: 0.0103 - 211ms/epoch - 2ms/step
## Epoch 34/200
## 111/111 - 0s - loss: 1.9910e-04 - mean_absolute_error: 0.0095 - val_loss: 4.0704e-04 - val_mean_absolute_error: 0.0101 - 207ms/epoch - 2ms/step
## Epoch 35/200
## 111/111 - 0s - loss: 1.9182e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0825e-04 - val_mean_absolute_error: 0.0106 - 213ms/epoch - 2ms/step
## Epoch 36/200
## 111/111 - 0s - loss: 1.9538e-04 - mean_absolute_error: 0.0093 - val_loss: 3.7811e-04 - val_mean_absolute_error: 0.0101 - 209ms/epoch - 2ms/step
## Epoch 37/200
## 111/111 - 0s - loss: 1.9773e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7229e-04 - val_mean_absolute_error: 0.0100 - 220ms/epoch - 2ms/step
## Epoch 38/200
## 111/111 - 0s - loss: 1.7892e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8445e-04 - val_mean_absolute_error: 0.0109 - 218ms/epoch - 2ms/step
## Epoch 39/200
## 111/111 - 0s - loss: 1.9025e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2455e-04 - val_mean_absolute_error: 0.0113 - 212ms/epoch - 2ms/step
## Epoch 40/200
## 111/111 - 0s - loss: 1.8741e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9219e-04 - val_mean_absolute_error: 0.0103 - 216ms/epoch - 2ms/step
## Epoch 41/200
## 111/111 - 0s - loss: 1.9427e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1036e-04 - val_mean_absolute_error: 0.0109 - 203ms/epoch - 2ms/step
## Epoch 42/200
## 111/111 - 0s - loss: 1.8298e-04 - mean_absolute_error: 0.0091 - val_loss: 4.3165e-04 - val_mean_absolute_error: 0.0113 - 210ms/epoch - 2ms/step
## Epoch 43/200
## 111/111 - 0s - loss: 1.8225e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0807e-04 - val_mean_absolute_error: 0.0107 - 209ms/epoch - 2ms/step
## Epoch 44/200
## 111/111 - 0s - loss: 2.0705e-04 - mean_absolute_error: 0.0096 - val_loss: 4.5943e-04 - val_mean_absolute_error: 0.0108 - 207ms/epoch - 2ms/step
## Epoch 45/200
## 111/111 - 0s - loss: 1.8900e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9311e-04 - val_mean_absolute_error: 0.0107 - 207ms/epoch - 2ms/step
## Epoch 46/200
## 111/111 - 0s - loss: 1.8308e-04 - mean_absolute_error: 0.0091 - val_loss: 4.1766e-04 - val_mean_absolute_error: 0.0119 - 219ms/epoch - 2ms/step
## Epoch 47/200
## 111/111 - 0s - loss: 1.7196e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0543e-04 - val_mean_absolute_error: 0.0112 - 210ms/epoch - 2ms/step
## Epoch 48/200
## 111/111 - 0s - loss: 1.6737e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9127e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 49/200
## 111/111 - 0s - loss: 1.6825e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2528e-04 - val_mean_absolute_error: 0.0124 - 206ms/epoch - 2ms/step
## Epoch 50/200
## 111/111 - 0s - loss: 1.9034e-04 - mean_absolute_error: 0.0094 - val_loss: 4.2570e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 51/200
## 111/111 - 0s - loss: 1.7411e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2465e-04 - val_mean_absolute_error: 0.0105 - 220ms/epoch - 2ms/step
## Epoch 52/200
## 111/111 - 0s - loss: 1.8924e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3335e-04 - val_mean_absolute_error: 0.0106 - 221ms/epoch - 2ms/step
## Epoch 53/200
## 111/111 - 0s - loss: 1.7068e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9152e-04 - val_mean_absolute_error: 0.0107 - 224ms/epoch - 2ms/step
## Epoch 54/200
## 111/111 - 0s - loss: 1.6849e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0750e-04 - val_mean_absolute_error: 0.0116 - 205ms/epoch - 2ms/step
## Epoch 55/200
## 111/111 - 0s - loss: 1.6394e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1695e-04 - val_mean_absolute_error: 0.0104 - 211ms/epoch - 2ms/step
## Epoch 56/200
## 111/111 - 0s - loss: 1.5659e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1199e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 57/200
## 111/111 - 0s - loss: 1.6258e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9857e-04 - val_mean_absolute_error: 0.0106 - 213ms/epoch - 2ms/step
## Epoch 58/200
## 111/111 - 0s - loss: 1.6305e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9424e-04 - val_mean_absolute_error: 0.0109 - 211ms/epoch - 2ms/step
## Epoch 59/200
## 111/111 - 0s - loss: 1.6783e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2448e-04 - val_mean_absolute_error: 0.0115 - 206ms/epoch - 2ms/step
## Epoch 60/200
## 111/111 - 0s - loss: 1.5852e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3782e-04 - val_mean_absolute_error: 0.0109 - 202ms/epoch - 2ms/step
## Epoch 61/200
## 111/111 - 0s - loss: 1.4686e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9722e-04 - val_mean_absolute_error: 0.0106 - 206ms/epoch - 2ms/step
## Epoch 62/200
## 111/111 - 0s - loss: 1.5335e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1623e-04 - val_mean_absolute_error: 0.0103 - 203ms/epoch - 2ms/step
## Epoch 63/200
## 111/111 - 0s - loss: 1.6437e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0603e-04 - val_mean_absolute_error: 0.0105 - 201ms/epoch - 2ms/step
## Epoch 64/200
## 111/111 - 0s - loss: 1.5505e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0387e-04 - val_mean_absolute_error: 0.0101 - 208ms/epoch - 2ms/step
## Epoch 65/200
## 111/111 - 0s - loss: 1.5532e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1381e-04 - val_mean_absolute_error: 0.0103 - 214ms/epoch - 2ms/step
## Epoch 66/200
## 111/111 - 0s - loss: 1.6668e-04 - mean_absolute_error: 0.0088 - val_loss: 4.5728e-04 - val_mean_absolute_error: 0.0117 - 223ms/epoch - 2ms/step
## Epoch 67/200
## 111/111 - 0s - loss: 1.4972e-04 - mean_absolute_error: 0.0085 - val_loss: 4.5231e-04 - val_mean_absolute_error: 0.0118 - 217ms/epoch - 2ms/step
## Epoch 68/200
## 111/111 - 0s - loss: 1.6035e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4160e-04 - val_mean_absolute_error: 0.0106 - 219ms/epoch - 2ms/step
## Epoch 69/200
## 111/111 - 0s - loss: 1.5232e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1556e-04 - val_mean_absolute_error: 0.0109 - 211ms/epoch - 2ms/step
## Epoch 70/200
## 111/111 - 0s - loss: 1.4213e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0303e-04 - val_mean_absolute_error: 0.0101 - 211ms/epoch - 2ms/step
## Epoch 71/200
## 111/111 - 0s - loss: 1.4502e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0687e-04 - val_mean_absolute_error: 0.0107 - 209ms/epoch - 2ms/step
## Epoch 72/200
## 111/111 - 0s - loss: 1.4841e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3647e-04 - val_mean_absolute_error: 0.0104 - 209ms/epoch - 2ms/step
## Epoch 73/200
## 111/111 - 0s - loss: 1.4052e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2038e-04 - val_mean_absolute_error: 0.0113 - 218ms/epoch - 2ms/step
## Epoch 74/200
## 111/111 - 0s - loss: 1.4781e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1793e-04 - val_mean_absolute_error: 0.0102 - 198ms/epoch - 2ms/step
## Epoch 75/200
## 111/111 - 0s - loss: 1.4608e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1225e-04 - val_mean_absolute_error: 0.0101 - 203ms/epoch - 2ms/step
## Epoch 76/200
## 111/111 - 0s - loss: 1.5640e-04 - mean_absolute_error: 0.0085 - val_loss: 4.4690e-04 - val_mean_absolute_error: 0.0116 - 217ms/epoch - 2ms/step
## Epoch 77/200
## 111/111 - 0s - loss: 1.4471e-04 - mean_absolute_error: 0.0083 - val_loss: 4.4169e-04 - val_mean_absolute_error: 0.0109 - 217ms/epoch - 2ms/step
## Epoch 78/200
## 111/111 - 0s - loss: 1.4321e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2421e-04 - val_mean_absolute_error: 0.0107 - 216ms/epoch - 2ms/step
## Epoch 79/200
## 111/111 - 0s - loss: 1.4533e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2496e-04 - val_mean_absolute_error: 0.0102 - 204ms/epoch - 2ms/step
## Epoch 80/200
## 111/111 - 0s - loss: 1.3729e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0675e-04 - val_mean_absolute_error: 0.0102 - 202ms/epoch - 2ms/step
## Epoch 81/200
## 111/111 - 0s - loss: 1.4643e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2300e-04 - val_mean_absolute_error: 0.0113 - 215ms/epoch - 2ms/step
## Epoch 82/200
## 111/111 - 0s - loss: 1.4515e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2350e-04 - val_mean_absolute_error: 0.0101 - 214ms/epoch - 2ms/step
## Epoch 83/200
## 111/111 - 0s - loss: 1.3458e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2170e-04 - val_mean_absolute_error: 0.0110 - 212ms/epoch - 2ms/step
## Epoch 84/200
## 111/111 - 0s - loss: 1.3483e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1259e-04 - val_mean_absolute_error: 0.0105 - 205ms/epoch - 2ms/step
## Epoch 85/200
## 111/111 - 0s - loss: 1.3987e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1554e-04 - val_mean_absolute_error: 0.0105 - 212ms/epoch - 2ms/step
## Epoch 86/200
## 111/111 - 0s - loss: 1.3292e-04 - mean_absolute_error: 0.0081 - val_loss: 4.7449e-04 - val_mean_absolute_error: 0.0107 - 215ms/epoch - 2ms/step
## Epoch 87/200
## 111/111 - 0s - loss: 1.7241e-04 - mean_absolute_error: 0.0089 - val_loss: 4.1021e-04 - val_mean_absolute_error: 0.0107 - 213ms/epoch - 2ms/step
## Epoch 88/200
## 111/111 - 0s - loss: 1.3999e-04 - mean_absolute_error: 0.0082 - val_loss: 4.4984e-04 - val_mean_absolute_error: 0.0103 - 208ms/epoch - 2ms/step
## Epoch 89/200
## 111/111 - 0s - loss: 1.3605e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2363e-04 - val_mean_absolute_error: 0.0105 - 210ms/epoch - 2ms/step
## Epoch 90/200
## 111/111 - 0s - loss: 1.3096e-04 - mean_absolute_error: 0.0080 - val_loss: 4.4829e-04 - val_mean_absolute_error: 0.0103 - 220ms/epoch - 2ms/step
## Epoch 91/200
## 111/111 - 0s - loss: 1.3735e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2977e-04 - val_mean_absolute_error: 0.0116 - 207ms/epoch - 2ms/step
## Epoch 92/200
## 111/111 - 0s - loss: 1.3769e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0647e-04 - val_mean_absolute_error: 0.0108 - 197ms/epoch - 2ms/step
## Epoch 93/200
## 111/111 - 0s - loss: 1.3516e-04 - mean_absolute_error: 0.0080 - val_loss: 5.0145e-04 - val_mean_absolute_error: 0.0150 - 204ms/epoch - 2ms/step
## Epoch 94/200
## 111/111 - 0s - loss: 1.6136e-04 - mean_absolute_error: 0.0089 - val_loss: 4.1717e-04 - val_mean_absolute_error: 0.0102 - 215ms/epoch - 2ms/step
## Epoch 95/200
## 111/111 - 0s - loss: 1.3358e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5108e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 96/200
## 111/111 - 0s - loss: 1.3987e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9901e-04 - val_mean_absolute_error: 0.0106 - 220ms/epoch - 2ms/step
## Epoch 97/200
## 111/111 - 0s - loss: 1.3669e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2306e-04 - val_mean_absolute_error: 0.0102 - 222ms/epoch - 2ms/step
## Epoch 98/200
## 111/111 - 0s - loss: 1.2603e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0556e-04 - val_mean_absolute_error: 0.0100 - 203ms/epoch - 2ms/step
## Epoch 99/200
## 111/111 - 0s - loss: 1.3077e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3616e-04 - val_mean_absolute_error: 0.0112 - 212ms/epoch - 2ms/step
## Epoch 100/200
## 111/111 - 0s - loss: 1.3247e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1373e-04 - val_mean_absolute_error: 0.0104 - 221ms/epoch - 2ms/step
## Epoch 101/200
## 111/111 - 0s - loss: 1.2199e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5672e-04 - val_mean_absolute_error: 0.0113 - 216ms/epoch - 2ms/step
## Epoch 102/200
## 111/111 - 0s - loss: 1.2113e-04 - mean_absolute_error: 0.0078 - val_loss: 4.6036e-04 - val_mean_absolute_error: 0.0106 - 207ms/epoch - 2ms/step
## Epoch 103/200
## 111/111 - 0s - loss: 1.3903e-04 - mean_absolute_error: 0.0082 - val_loss: 4.8969e-04 - val_mean_absolute_error: 0.0142 - 212ms/epoch - 2ms/step
## Epoch 104/200
## 111/111 - 0s - loss: 1.3886e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3776e-04 - val_mean_absolute_error: 0.0111 - 216ms/epoch - 2ms/step
## Epoch 105/200
## 111/111 - 0s - loss: 1.2984e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2379e-04 - val_mean_absolute_error: 0.0112 - 219ms/epoch - 2ms/step
## Epoch 106/200
## 111/111 - 0s - loss: 1.3253e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3283e-04 - val_mean_absolute_error: 0.0105 - 218ms/epoch - 2ms/step
## Epoch 107/200
## 111/111 - 0s - loss: 1.3444e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0817e-04 - val_mean_absolute_error: 0.0106 - 209ms/epoch - 2ms/step
## Epoch 108/200
## 111/111 - 0s - loss: 1.4261e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0329e-04 - val_mean_absolute_error: 0.0104 - 217ms/epoch - 2ms/step
## Epoch 109/200
## 111/111 - 0s - loss: 1.3124e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5863e-04 - val_mean_absolute_error: 0.0108 - 216ms/epoch - 2ms/step
## Epoch 110/200
## 111/111 - 0s - loss: 1.3005e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0054e-04 - val_mean_absolute_error: 0.0104 - 212ms/epoch - 2ms/step
## Epoch 111/200
## 111/111 - 0s - loss: 1.2582e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1926e-04 - val_mean_absolute_error: 0.0119 - 211ms/epoch - 2ms/step
## Epoch 112/200
## 111/111 - 0s - loss: 1.4052e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2733e-04 - val_mean_absolute_error: 0.0105 - 215ms/epoch - 2ms/step
## Epoch 113/200
## 111/111 - 0s - loss: 1.2516e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1442e-04 - val_mean_absolute_error: 0.0107 - 215ms/epoch - 2ms/step
## Epoch 114/200
## 111/111 - 0s - loss: 1.2214e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3041e-04 - val_mean_absolute_error: 0.0123 - 222ms/epoch - 2ms/step
## Epoch 115/200
## 111/111 - 0s - loss: 1.2029e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8882e-04 - val_mean_absolute_error: 0.0102 - 219ms/epoch - 2ms/step
## Epoch 116/200
## 111/111 - 0s - loss: 1.2135e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0945e-04 - val_mean_absolute_error: 0.0110 - 201ms/epoch - 2ms/step
## Epoch 117/200
## 111/111 - 0s - loss: 1.1836e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3718e-04 - val_mean_absolute_error: 0.0108 - 208ms/epoch - 2ms/step
## Epoch 118/200
## 111/111 - 0s - loss: 1.1122e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2727e-04 - val_mean_absolute_error: 0.0103 - 215ms/epoch - 2ms/step
## Epoch 119/200
## 111/111 - 0s - loss: 1.1410e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6204e-04 - val_mean_absolute_error: 0.0131 - 215ms/epoch - 2ms/step
## Epoch 120/200
## 111/111 - 0s - loss: 1.1936e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1532e-04 - val_mean_absolute_error: 0.0105 - 211ms/epoch - 2ms/step
## Epoch 121/200
## 111/111 - 0s - loss: 1.1726e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6989e-04 - val_mean_absolute_error: 0.0139 - 203ms/epoch - 2ms/step
## Epoch 122/200
## 111/111 - 0s - loss: 1.4234e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2988e-04 - val_mean_absolute_error: 0.0101 - 216ms/epoch - 2ms/step
## Epoch 123/200
## 111/111 - 0s - loss: 1.1791e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5202e-04 - val_mean_absolute_error: 0.0106 - 223ms/epoch - 2ms/step
## Epoch 124/200
## 111/111 - 0s - loss: 1.1669e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5771e-04 - val_mean_absolute_error: 0.0122 - 213ms/epoch - 2ms/step
## Epoch 125/200
## 111/111 - 0s - loss: 1.1801e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1559e-04 - val_mean_absolute_error: 0.0107 - 211ms/epoch - 2ms/step
## Epoch 126/200
## 111/111 - 0s - loss: 1.1330e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2481e-04 - val_mean_absolute_error: 0.0101 - 229ms/epoch - 2ms/step
## Epoch 127/200
## 111/111 - 0s - loss: 1.1837e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2555e-04 - val_mean_absolute_error: 0.0107 - 224ms/epoch - 2ms/step
## Epoch 128/200
## 111/111 - 0s - loss: 1.1418e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2638e-04 - val_mean_absolute_error: 0.0109 - 217ms/epoch - 2ms/step
## Epoch 129/200
## 111/111 - 0s - loss: 1.1472e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5003e-04 - val_mean_absolute_error: 0.0113 - 212ms/epoch - 2ms/step
## Epoch 130/200
## 111/111 - 0s - loss: 1.1569e-04 - mean_absolute_error: 0.0075 - val_loss: 5.1500e-04 - val_mean_absolute_error: 0.0144 - 206ms/epoch - 2ms/step
## Epoch 131/200
## 111/111 - 0s - loss: 1.4399e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2482e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 132/200
## 111/111 - 0s - loss: 1.2752e-04 - mean_absolute_error: 0.0078 - val_loss: 4.7727e-04 - val_mean_absolute_error: 0.0118 - 215ms/epoch - 2ms/step
## Epoch 133/200
## 111/111 - 0s - loss: 1.2998e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5793e-04 - val_mean_absolute_error: 0.0121 - 199ms/epoch - 2ms/step
## Epoch 134/200
## 111/111 - 0s - loss: 1.1187e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3372e-04 - val_mean_absolute_error: 0.0119 - 204ms/epoch - 2ms/step
## Epoch 135/200
## 111/111 - 0s - loss: 1.1298e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5225e-04 - val_mean_absolute_error: 0.0110 - 206ms/epoch - 2ms/step
## Epoch 136/200
## 111/111 - 0s - loss: 1.1384e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1984e-04 - val_mean_absolute_error: 0.0101 - 204ms/epoch - 2ms/step
## Epoch 137/200
## 111/111 - 0s - loss: 1.1280e-04 - mean_absolute_error: 0.0075 - val_loss: 4.8402e-04 - val_mean_absolute_error: 0.0119 - 214ms/epoch - 2ms/step
## Epoch 138/200
## 111/111 - 0s - loss: 1.1724e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5174e-04 - val_mean_absolute_error: 0.0109 - 209ms/epoch - 2ms/step
## Epoch 139/200
## 111/111 - 0s - loss: 1.1845e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2887e-04 - val_mean_absolute_error: 0.0106 - 210ms/epoch - 2ms/step
## Epoch 140/200
## 111/111 - 0s - loss: 1.1028e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3974e-04 - val_mean_absolute_error: 0.0105 - 198ms/epoch - 2ms/step
## Epoch 141/200
## 111/111 - 0s - loss: 1.2077e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2479e-04 - val_mean_absolute_error: 0.0103 - 210ms/epoch - 2ms/step
## Epoch 142/200
## 111/111 - 0s - loss: 1.1670e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6779e-04 - val_mean_absolute_error: 0.0124 - 210ms/epoch - 2ms/step
## Epoch 143/200
## 111/111 - 0s - loss: 1.2536e-04 - mean_absolute_error: 0.0079 - val_loss: 4.6765e-04 - val_mean_absolute_error: 0.0120 - 213ms/epoch - 2ms/step
## Epoch 144/200
## 111/111 - 0s - loss: 1.1014e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2369e-04 - val_mean_absolute_error: 0.0107 - 219ms/epoch - 2ms/step
## Epoch 145/200
## 111/111 - 0s - loss: 1.1129e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2985e-04 - val_mean_absolute_error: 0.0107 - 209ms/epoch - 2ms/step
## Epoch 146/200
## 111/111 - 0s - loss: 1.1026e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6091e-04 - val_mean_absolute_error: 0.0127 - 210ms/epoch - 2ms/step
## Epoch 147/200
## 111/111 - 0s - loss: 1.0986e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3898e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 148/200
## 111/111 - 0s - loss: 1.1108e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2937e-04 - val_mean_absolute_error: 0.0109 - 209ms/epoch - 2ms/step
## Epoch 149/200
## 111/111 - 0s - loss: 1.0890e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4223e-04 - val_mean_absolute_error: 0.0111 - 208ms/epoch - 2ms/step
## Epoch 150/200
## 111/111 - 0s - loss: 1.1134e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2770e-04 - val_mean_absolute_error: 0.0103 - 214ms/epoch - 2ms/step
## Epoch 151/200
## 111/111 - 0s - loss: 1.1411e-04 - mean_absolute_error: 0.0075 - val_loss: 4.9005e-04 - val_mean_absolute_error: 0.0134 - 210ms/epoch - 2ms/step
## Epoch 152/200
## 111/111 - 0s - loss: 1.0898e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3233e-04 - val_mean_absolute_error: 0.0103 - 220ms/epoch - 2ms/step
## Epoch 153/200
## 111/111 - 0s - loss: 1.1257e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5519e-04 - val_mean_absolute_error: 0.0120 - 215ms/epoch - 2ms/step
## Epoch 154/200
## 111/111 - 0s - loss: 1.2134e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1843e-04 - val_mean_absolute_error: 0.0104 - 213ms/epoch - 2ms/step
## Epoch 155/200
## 111/111 - 0s - loss: 1.1630e-04 - mean_absolute_error: 0.0076 - val_loss: 4.8300e-04 - val_mean_absolute_error: 0.0125 - 218ms/epoch - 2ms/step
## Epoch 156/200
## 111/111 - 0s - loss: 1.1497e-04 - mean_absolute_error: 0.0076 - val_loss: 5.0942e-04 - val_mean_absolute_error: 0.0110 - 212ms/epoch - 2ms/step
## Epoch 157/200
## 111/111 - 0s - loss: 1.1999e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5312e-04 - val_mean_absolute_error: 0.0120 - 220ms/epoch - 2ms/step
## Epoch 158/200
## 111/111 - 0s - loss: 1.1037e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2154e-04 - val_mean_absolute_error: 0.0108 - 215ms/epoch - 2ms/step
## Epoch 159/200
## 111/111 - 0s - loss: 1.1284e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5093e-04 - val_mean_absolute_error: 0.0114 - 211ms/epoch - 2ms/step
## Epoch 160/200
## 111/111 - 0s - loss: 1.0340e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1730e-04 - val_mean_absolute_error: 0.0108 - 215ms/epoch - 2ms/step
## Epoch 161/200
## 111/111 - 0s - loss: 1.0408e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5235e-04 - val_mean_absolute_error: 0.0108 - 214ms/epoch - 2ms/step
## Epoch 162/200
## 111/111 - 0s - loss: 1.1264e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5834e-04 - val_mean_absolute_error: 0.0113 - 215ms/epoch - 2ms/step
## Epoch 163/200
## 111/111 - 0s - loss: 1.1480e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4406e-04 - val_mean_absolute_error: 0.0111 - 209ms/epoch - 2ms/step
## Epoch 164/200
## 111/111 - 0s - loss: 1.1417e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6758e-04 - val_mean_absolute_error: 0.0104 - 205ms/epoch - 2ms/step
## Epoch 165/200
## 111/111 - 0s - loss: 1.1213e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3573e-04 - val_mean_absolute_error: 0.0107 - 204ms/epoch - 2ms/step
## Epoch 166/200
## 111/111 - 0s - loss: 1.0401e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4582e-04 - val_mean_absolute_error: 0.0119 - 204ms/epoch - 2ms/step
## Epoch 167/200
## 111/111 - 0s - loss: 1.0553e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2663e-04 - val_mean_absolute_error: 0.0113 - 210ms/epoch - 2ms/step
## Epoch 168/200
## 111/111 - 0s - loss: 1.0358e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2159e-04 - val_mean_absolute_error: 0.0106 - 206ms/epoch - 2ms/step
## Epoch 169/200
## 111/111 - 0s - loss: 1.0253e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4253e-04 - val_mean_absolute_error: 0.0117 - 205ms/epoch - 2ms/step
## Epoch 170/200
## 111/111 - 0s - loss: 9.9586e-05 - mean_absolute_error: 0.0072 - val_loss: 4.2857e-04 - val_mean_absolute_error: 0.0115 - 205ms/epoch - 2ms/step
## Epoch 171/200
## 111/111 - 0s - loss: 1.0267e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2324e-04 - val_mean_absolute_error: 0.0108 - 206ms/epoch - 2ms/step
## Epoch 172/200
## 111/111 - 0s - loss: 1.0551e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4820e-04 - val_mean_absolute_error: 0.0121 - 208ms/epoch - 2ms/step
## Epoch 173/200
## 111/111 - 0s - loss: 1.0555e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4371e-04 - val_mean_absolute_error: 0.0121 - 203ms/epoch - 2ms/step
## Epoch 174/200
## 111/111 - 0s - loss: 1.0637e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2385e-04 - val_mean_absolute_error: 0.0104 - 206ms/epoch - 2ms/step
## Epoch 175/200
## 111/111 - 0s - loss: 1.0558e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2067e-04 - val_mean_absolute_error: 0.0110 - 206ms/epoch - 2ms/step
## Epoch 176/200
## 111/111 - 0s - loss: 1.0422e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3437e-04 - val_mean_absolute_error: 0.0111 - 206ms/epoch - 2ms/step
## Epoch 177/200
## 111/111 - 0s - loss: 1.1102e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1253e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 178/200
## 111/111 - 0s - loss: 1.0724e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3286e-04 - val_mean_absolute_error: 0.0121 - 206ms/epoch - 2ms/step
## Epoch 179/200
## 111/111 - 0s - loss: 1.0441e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1150e-04 - val_mean_absolute_error: 0.0107 - 207ms/epoch - 2ms/step
## Epoch 180/200
## 111/111 - 0s - loss: 9.9519e-05 - mean_absolute_error: 0.0072 - val_loss: 4.4270e-04 - val_mean_absolute_error: 0.0115 - 206ms/epoch - 2ms/step
## Epoch 181/200
## 111/111 - 0s - loss: 1.0220e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2540e-04 - val_mean_absolute_error: 0.0109 - 211ms/epoch - 2ms/step
## Epoch 182/200
## 111/111 - 0s - loss: 9.8094e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5124e-04 - val_mean_absolute_error: 0.0118 - 208ms/epoch - 2ms/step
## Epoch 183/200
## 111/111 - 0s - loss: 1.0297e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2857e-04 - val_mean_absolute_error: 0.0106 - 206ms/epoch - 2ms/step
## Epoch 184/200
## 111/111 - 0s - loss: 1.0635e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3075e-04 - val_mean_absolute_error: 0.0116 - 205ms/epoch - 2ms/step
## Epoch 185/200
## 111/111 - 0s - loss: 1.0595e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3637e-04 - val_mean_absolute_error: 0.0111 - 206ms/epoch - 2ms/step
## Epoch 186/200
## 111/111 - 0s - loss: 1.0430e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1695e-04 - val_mean_absolute_error: 0.0107 - 213ms/epoch - 2ms/step
## Epoch 187/200
## 111/111 - 0s - loss: 1.0278e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1469e-04 - val_mean_absolute_error: 0.0110 - 209ms/epoch - 2ms/step
## Epoch 188/200
## 111/111 - 0s - loss: 1.0374e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3121e-04 - val_mean_absolute_error: 0.0111 - 209ms/epoch - 2ms/step
## Epoch 189/200
## 111/111 - 0s - loss: 9.4596e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0056e-04 - val_mean_absolute_error: 0.0103 - 226ms/epoch - 2ms/step
## Epoch 190/200
## 111/111 - 0s - loss: 1.0165e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2137e-04 - val_mean_absolute_error: 0.0112 - 218ms/epoch - 2ms/step
## Epoch 191/200
## 111/111 - 0s - loss: 9.9049e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5109e-04 - val_mean_absolute_error: 0.0128 - 205ms/epoch - 2ms/step
## Epoch 192/200
## 111/111 - 0s - loss: 1.0306e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1391e-04 - val_mean_absolute_error: 0.0111 - 209ms/epoch - 2ms/step
## Epoch 193/200
## 111/111 - 0s - loss: 1.0602e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3708e-04 - val_mean_absolute_error: 0.0107 - 211ms/epoch - 2ms/step
## Epoch 194/200
## 111/111 - 0s - loss: 1.0458e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3638e-04 - val_mean_absolute_error: 0.0105 - 209ms/epoch - 2ms/step
## Epoch 195/200
## 111/111 - 0s - loss: 1.0073e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5258e-04 - val_mean_absolute_error: 0.0126 - 209ms/epoch - 2ms/step
## Epoch 196/200
## 111/111 - 0s - loss: 1.1082e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4894e-04 - val_mean_absolute_error: 0.0120 - 206ms/epoch - 2ms/step
## Epoch 197/200
## 111/111 - 0s - loss: 1.0046e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5754e-04 - val_mean_absolute_error: 0.0124 - 211ms/epoch - 2ms/step
## Epoch 198/200
## 111/111 - 0s - loss: 1.0184e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6123e-04 - val_mean_absolute_error: 0.0111 - 204ms/epoch - 2ms/step
## Epoch 199/200
## 111/111 - 0s - loss: 1.0663e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4598e-04 - val_mean_absolute_error: 0.0117 - 217ms/epoch - 2ms/step
## Epoch 200/200
## 111/111 - 0s - loss: 1.0334e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2251e-04 - val_mean_absolute_error: 0.0105 - 216ms/epoch - 2ms/step
## Epoch 1/250
## 111/111 - 1s - loss: 0.0030 - mean_absolute_error: 0.0351 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 831ms/epoch - 7ms/step
## Epoch 2/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 209ms/epoch - 2ms/step
## Epoch 3/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 203ms/epoch - 2ms/step
## Epoch 4/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 199ms/epoch - 2ms/step
## Epoch 5/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 274ms/epoch - 2ms/step
## Epoch 6/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 209ms/epoch - 2ms/step
## Epoch 7/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 201ms/epoch - 2ms/step
## Epoch 8/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 209ms/epoch - 2ms/step
## Epoch 9/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 259ms/epoch - 2ms/step
## Epoch 10/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 203ms/epoch - 2ms/step
## Epoch 11/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 242ms/epoch - 2ms/step
## Epoch 12/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 207ms/epoch - 2ms/step
## Epoch 13/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 216ms/epoch - 2ms/step
## Epoch 14/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 197ms/epoch - 2ms/step
## Epoch 15/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 203ms/epoch - 2ms/step
## Epoch 16/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 214ms/epoch - 2ms/step
## Epoch 17/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 205ms/epoch - 2ms/step
## Epoch 18/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 210ms/epoch - 2ms/step
## Epoch 19/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 211ms/epoch - 2ms/step
## Epoch 20/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 210ms/epoch - 2ms/step
## Epoch 21/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 210ms/epoch - 2ms/step
## Epoch 22/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 207ms/epoch - 2ms/step
## Epoch 23/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 217ms/epoch - 2ms/step
## Epoch 24/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 211ms/epoch - 2ms/step
## Epoch 25/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 215ms/epoch - 2ms/step
## Epoch 26/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 206ms/epoch - 2ms/step
## Epoch 27/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 206ms/epoch - 2ms/step
## Epoch 28/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 211ms/epoch - 2ms/step
## Epoch 29/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 218ms/epoch - 2ms/step
## Epoch 30/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 198ms/epoch - 2ms/step
## Epoch 31/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 211ms/epoch - 2ms/step
## Epoch 32/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0314 - 211ms/epoch - 2ms/step
## Epoch 33/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 222ms/epoch - 2ms/step
## Epoch 34/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 196ms/epoch - 2ms/step
## Epoch 35/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 209ms/epoch - 2ms/step
## Epoch 36/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 214ms/epoch - 2ms/step
## Epoch 37/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 198ms/epoch - 2ms/step
## Epoch 38/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 200ms/epoch - 2ms/step
## Epoch 39/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 210ms/epoch - 2ms/step
## Epoch 40/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 207ms/epoch - 2ms/step
## Epoch 41/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 206ms/epoch - 2ms/step
## Epoch 42/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 217ms/epoch - 2ms/step
## Epoch 43/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 206ms/epoch - 2ms/step
## Epoch 44/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 211ms/epoch - 2ms/step
## Epoch 45/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 201ms/epoch - 2ms/step
## Epoch 46/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 206ms/epoch - 2ms/step
## Epoch 47/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 212ms/epoch - 2ms/step
## Epoch 48/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 212ms/epoch - 2ms/step
## Epoch 49/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 207ms/epoch - 2ms/step
## Epoch 50/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 205ms/epoch - 2ms/step
## Epoch 51/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 217ms/epoch - 2ms/step
## Epoch 52/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 208ms/epoch - 2ms/step
## Epoch 53/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 205ms/epoch - 2ms/step
## Epoch 54/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 208ms/epoch - 2ms/step
## Epoch 55/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 211ms/epoch - 2ms/step
## Epoch 56/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 212ms/epoch - 2ms/step
## Epoch 57/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 211ms/epoch - 2ms/step
## Epoch 58/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 208ms/epoch - 2ms/step
## Epoch 59/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 216ms/epoch - 2ms/step
## Epoch 60/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 213ms/epoch - 2ms/step
## Epoch 61/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 213ms/epoch - 2ms/step
## Epoch 62/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 209ms/epoch - 2ms/step
## Epoch 63/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 209ms/epoch - 2ms/step
## Epoch 64/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 208ms/epoch - 2ms/step
## Epoch 65/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 211ms/epoch - 2ms/step
## Epoch 66/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 200ms/epoch - 2ms/step
## Epoch 67/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 212ms/epoch - 2ms/step
## Epoch 68/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 209ms/epoch - 2ms/step
## Epoch 69/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 211ms/epoch - 2ms/step
## Epoch 70/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 211ms/epoch - 2ms/step
## Epoch 71/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 209ms/epoch - 2ms/step
## Epoch 72/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 203ms/epoch - 2ms/step
## Epoch 73/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 202ms/epoch - 2ms/step
## Epoch 74/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 202ms/epoch - 2ms/step
## Epoch 75/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 205ms/epoch - 2ms/step
## Epoch 76/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 206ms/epoch - 2ms/step
## Epoch 77/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 210ms/epoch - 2ms/step
## Epoch 78/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 208ms/epoch - 2ms/step
## Epoch 79/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 207ms/epoch - 2ms/step
## Epoch 80/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 209ms/epoch - 2ms/step
## Epoch 81/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 210ms/epoch - 2ms/step
## Epoch 82/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 207ms/epoch - 2ms/step
## Epoch 83/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 203ms/epoch - 2ms/step
## Epoch 84/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 217ms/epoch - 2ms/step
## Epoch 85/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 208ms/epoch - 2ms/step
## Epoch 86/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 210ms/epoch - 2ms/step
## Epoch 87/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 221ms/epoch - 2ms/step
## Epoch 88/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 206ms/epoch - 2ms/step
## Epoch 89/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 206ms/epoch - 2ms/step
## Epoch 90/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 207ms/epoch - 2ms/step
## Epoch 91/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 215ms/epoch - 2ms/step
## Epoch 92/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 211ms/epoch - 2ms/step
## Epoch 93/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 202ms/epoch - 2ms/step
## Epoch 94/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 211ms/epoch - 2ms/step
## Epoch 95/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 207ms/epoch - 2ms/step
## Epoch 96/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 201ms/epoch - 2ms/step
## Epoch 97/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 207ms/epoch - 2ms/step
## Epoch 98/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 216ms/epoch - 2ms/step
## Epoch 99/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 207ms/epoch - 2ms/step
## Epoch 100/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 212ms/epoch - 2ms/step
## Epoch 101/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 206ms/epoch - 2ms/step
## Epoch 102/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 211ms/epoch - 2ms/step
## Epoch 103/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 213ms/epoch - 2ms/step
## Epoch 104/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 211ms/epoch - 2ms/step
## Epoch 105/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 215ms/epoch - 2ms/step
## Epoch 106/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 215ms/epoch - 2ms/step
## Epoch 107/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 205ms/epoch - 2ms/step
## Epoch 108/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 214ms/epoch - 2ms/step
## Epoch 109/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 216ms/epoch - 2ms/step
## Epoch 110/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 214ms/epoch - 2ms/step
## Epoch 111/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 218ms/epoch - 2ms/step
## Epoch 112/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 205ms/epoch - 2ms/step
## Epoch 113/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 211ms/epoch - 2ms/step
## Epoch 114/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 215ms/epoch - 2ms/step
## Epoch 115/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 214ms/epoch - 2ms/step
## Epoch 116/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 211ms/epoch - 2ms/step
## Epoch 117/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 209ms/epoch - 2ms/step
## Epoch 118/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 206ms/epoch - 2ms/step
## Epoch 119/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 201ms/epoch - 2ms/step
## Epoch 120/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 206ms/epoch - 2ms/step
## Epoch 121/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 208ms/epoch - 2ms/step
## Epoch 122/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 201ms/epoch - 2ms/step
## Epoch 123/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0314 - 206ms/epoch - 2ms/step
## Epoch 124/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 221ms/epoch - 2ms/step
## Epoch 125/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 196ms/epoch - 2ms/step
## Epoch 126/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 205ms/epoch - 2ms/step
## Epoch 127/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 201ms/epoch - 2ms/step
## Epoch 128/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 212ms/epoch - 2ms/step
## Epoch 129/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 198ms/epoch - 2ms/step
## Epoch 130/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 198ms/epoch - 2ms/step
## Epoch 131/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0319 - 206ms/epoch - 2ms/step
## Epoch 132/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 208ms/epoch - 2ms/step
## Epoch 133/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 208ms/epoch - 2ms/step
## Epoch 134/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 208ms/epoch - 2ms/step
## Epoch 135/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 210ms/epoch - 2ms/step
## Epoch 136/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 202ms/epoch - 2ms/step
## Epoch 137/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 196ms/epoch - 2ms/step
## Epoch 138/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 202ms/epoch - 2ms/step
## Epoch 139/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 211ms/epoch - 2ms/step
## Epoch 140/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 209ms/epoch - 2ms/step
## Epoch 141/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 202ms/epoch - 2ms/step
## Epoch 142/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 201ms/epoch - 2ms/step
## Epoch 143/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 203ms/epoch - 2ms/step
## Epoch 144/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 250ms/epoch - 2ms/step
## Epoch 145/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 204ms/epoch - 2ms/step
## Epoch 146/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 210ms/epoch - 2ms/step
## Epoch 147/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 243ms/epoch - 2ms/step
## Epoch 148/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 208ms/epoch - 2ms/step
## Epoch 149/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 209ms/epoch - 2ms/step
## Epoch 150/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 202ms/epoch - 2ms/step
## Epoch 151/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 206ms/epoch - 2ms/step
## Epoch 152/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 206ms/epoch - 2ms/step
## Epoch 153/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 198ms/epoch - 2ms/step
## Epoch 154/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 201ms/epoch - 2ms/step
## Epoch 155/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 254ms/epoch - 2ms/step
## Epoch 156/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 203ms/epoch - 2ms/step
## Epoch 157/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 209ms/epoch - 2ms/step
## Epoch 158/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 208ms/epoch - 2ms/step
## Epoch 159/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 289ms/epoch - 3ms/step
## Epoch 160/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 204ms/epoch - 2ms/step
## Epoch 161/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 205ms/epoch - 2ms/step
## Epoch 162/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 206ms/epoch - 2ms/step
## Epoch 163/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 195ms/epoch - 2ms/step
## Epoch 164/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 293ms/epoch - 3ms/step
## Epoch 165/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 205ms/epoch - 2ms/step
## Epoch 166/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 208ms/epoch - 2ms/step
## Epoch 167/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 216ms/epoch - 2ms/step
## Epoch 168/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 220ms/epoch - 2ms/step
## Epoch 169/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 202ms/epoch - 2ms/step
## Epoch 170/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 199ms/epoch - 2ms/step
## Epoch 171/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 212ms/epoch - 2ms/step
## Epoch 172/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 220ms/epoch - 2ms/step
## Epoch 173/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 211ms/epoch - 2ms/step
## Epoch 174/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 216ms/epoch - 2ms/step
## Epoch 175/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 226ms/epoch - 2ms/step
## Epoch 176/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 219ms/epoch - 2ms/step
## Epoch 177/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 211ms/epoch - 2ms/step
## Epoch 178/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 201ms/epoch - 2ms/step
## Epoch 179/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 209ms/epoch - 2ms/step
## Epoch 180/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 206ms/epoch - 2ms/step
## Epoch 181/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 210ms/epoch - 2ms/step
## Epoch 182/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0025 - val_mean_absolute_error: 0.0315 - 215ms/epoch - 2ms/step
## Epoch 183/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0314 - 206ms/epoch - 2ms/step
## Epoch 184/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 216ms/epoch - 2ms/step
## Epoch 185/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0307 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 204ms/epoch - 2ms/step
## Epoch 186/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 204ms/epoch - 2ms/step
## Epoch 187/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 201ms/epoch - 2ms/step
## Epoch 188/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 199ms/epoch - 2ms/step
## Epoch 189/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 201ms/epoch - 2ms/step
## Epoch 190/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 200ms/epoch - 2ms/step
## Epoch 191/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 205ms/epoch - 2ms/step
## Epoch 192/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 208ms/epoch - 2ms/step
## Epoch 193/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 211ms/epoch - 2ms/step
## Epoch 194/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 215ms/epoch - 2ms/step
## Epoch 195/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 209ms/epoch - 2ms/step
## Epoch 196/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 207ms/epoch - 2ms/step
## Epoch 197/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 193ms/epoch - 2ms/step
## Epoch 198/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 195ms/epoch - 2ms/step
## Epoch 199/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 195ms/epoch - 2ms/step
## Epoch 200/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 198ms/epoch - 2ms/step
## Epoch 201/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 206ms/epoch - 2ms/step
## Epoch 202/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 199ms/epoch - 2ms/step
## Epoch 203/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 203ms/epoch - 2ms/step
## Epoch 204/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 204ms/epoch - 2ms/step
## Epoch 205/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0312 - 211ms/epoch - 2ms/step
## Epoch 206/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 208ms/epoch - 2ms/step
## Epoch 207/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 201ms/epoch - 2ms/step
## Epoch 208/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 215ms/epoch - 2ms/step
## Epoch 209/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 208ms/epoch - 2ms/step
## Epoch 210/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 199ms/epoch - 2ms/step
## Epoch 211/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 199ms/epoch - 2ms/step
## Epoch 212/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 202ms/epoch - 2ms/step
## Epoch 213/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 206ms/epoch - 2ms/step
## Epoch 214/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 198ms/epoch - 2ms/step
## Epoch 215/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 247ms/epoch - 2ms/step
## Epoch 216/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 201ms/epoch - 2ms/step
## Epoch 217/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 207ms/epoch - 2ms/step
## Epoch 218/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 211ms/epoch - 2ms/step
## Epoch 219/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 209ms/epoch - 2ms/step
## Epoch 220/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 254ms/epoch - 2ms/step
## Epoch 221/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 199ms/epoch - 2ms/step
## Epoch 222/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 260ms/epoch - 2ms/step
## Epoch 223/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 195ms/epoch - 2ms/step
## Epoch 224/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 216ms/epoch - 2ms/step
## Epoch 225/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 213ms/epoch - 2ms/step
## Epoch 226/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 205ms/epoch - 2ms/step
## Epoch 227/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 200ms/epoch - 2ms/step
## Epoch 228/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 201ms/epoch - 2ms/step
## Epoch 229/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 214ms/epoch - 2ms/step
## Epoch 230/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0025 - val_mean_absolute_error: 0.0297 - 218ms/epoch - 2ms/step
## Epoch 231/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0025 - val_mean_absolute_error: 0.0317 - 321ms/epoch - 3ms/step
## Epoch 232/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0308 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 205ms/epoch - 2ms/step
## Epoch 233/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 212ms/epoch - 2ms/step
## Epoch 234/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 202ms/epoch - 2ms/step
## Epoch 235/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 203ms/epoch - 2ms/step
## Epoch 236/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 217ms/epoch - 2ms/step
## Epoch 237/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 206ms/epoch - 2ms/step
## Epoch 238/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 239ms/epoch - 2ms/step
## Epoch 239/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 205ms/epoch - 2ms/step
## Epoch 240/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 206ms/epoch - 2ms/step
## Epoch 241/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 211ms/epoch - 2ms/step
## Epoch 242/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 257ms/epoch - 2ms/step
## Epoch 243/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0303 - val_loss: 0.0025 - val_mean_absolute_error: 0.0316 - 198ms/epoch - 2ms/step
## Epoch 244/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 206ms/epoch - 2ms/step
## Epoch 245/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 212ms/epoch - 2ms/step
## Epoch 246/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 225ms/epoch - 2ms/step
## Epoch 247/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 206ms/epoch - 2ms/step
## Epoch 248/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0299 - 222ms/epoch - 2ms/step
## Epoch 249/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 222ms/epoch - 2ms/step
## Epoch 250/250
## 111/111 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0313 - 217ms/epoch - 2ms/step
## Epoch 1/50
## 101/101 - 1s - loss: 0.0020 - mean_absolute_error: 0.0302 - val_loss: 0.0012 - val_mean_absolute_error: 0.0204 - 862ms/epoch - 9ms/step
## Epoch 2/50
## 101/101 - 0s - loss: 8.7589e-04 - mean_absolute_error: 0.0197 - val_loss: 6.9829e-04 - val_mean_absolute_error: 0.0150 - 204ms/epoch - 2ms/step
## Epoch 3/50
## 101/101 - 0s - loss: 6.6184e-04 - mean_absolute_error: 0.0167 - val_loss: 5.6366e-04 - val_mean_absolute_error: 0.0132 - 198ms/epoch - 2ms/step
## Epoch 4/50
## 101/101 - 0s - loss: 5.8283e-04 - mean_absolute_error: 0.0158 - val_loss: 5.1245e-04 - val_mean_absolute_error: 0.0124 - 194ms/epoch - 2ms/step
## Epoch 5/50
## 101/101 - 0s - loss: 5.1669e-04 - mean_absolute_error: 0.0146 - val_loss: 6.4100e-04 - val_mean_absolute_error: 0.0132 - 192ms/epoch - 2ms/step
## Epoch 6/50
## 101/101 - 0s - loss: 4.7337e-04 - mean_absolute_error: 0.0139 - val_loss: 4.7710e-04 - val_mean_absolute_error: 0.0122 - 200ms/epoch - 2ms/step
## Epoch 7/50
## 101/101 - 0s - loss: 4.5115e-04 - mean_absolute_error: 0.0135 - val_loss: 5.9467e-04 - val_mean_absolute_error: 0.0125 - 200ms/epoch - 2ms/step
## Epoch 8/50
## 101/101 - 0s - loss: 4.1587e-04 - mean_absolute_error: 0.0133 - val_loss: 4.5427e-04 - val_mean_absolute_error: 0.0113 - 207ms/epoch - 2ms/step
## Epoch 9/50
## 101/101 - 0s - loss: 3.9800e-04 - mean_absolute_error: 0.0127 - val_loss: 4.6578e-04 - val_mean_absolute_error: 0.0112 - 199ms/epoch - 2ms/step
## Epoch 10/50
## 101/101 - 0s - loss: 3.6786e-04 - mean_absolute_error: 0.0124 - val_loss: 5.4858e-04 - val_mean_absolute_error: 0.0118 - 191ms/epoch - 2ms/step
## Epoch 11/50
## 101/101 - 0s - loss: 3.6756e-04 - mean_absolute_error: 0.0123 - val_loss: 5.1894e-04 - val_mean_absolute_error: 0.0116 - 212ms/epoch - 2ms/step
## Epoch 12/50
## 101/101 - 0s - loss: 3.3276e-04 - mean_absolute_error: 0.0117 - val_loss: 4.4940e-04 - val_mean_absolute_error: 0.0116 - 207ms/epoch - 2ms/step
## Epoch 13/50
## 101/101 - 0s - loss: 3.4899e-04 - mean_absolute_error: 0.0119 - val_loss: 4.2421e-04 - val_mean_absolute_error: 0.0109 - 214ms/epoch - 2ms/step
## Epoch 14/50
## 101/101 - 0s - loss: 3.0430e-04 - mean_absolute_error: 0.0114 - val_loss: 4.4831e-04 - val_mean_absolute_error: 0.0109 - 203ms/epoch - 2ms/step
## Epoch 15/50
## 101/101 - 0s - loss: 3.1415e-04 - mean_absolute_error: 0.0115 - val_loss: 4.5092e-04 - val_mean_absolute_error: 0.0117 - 193ms/epoch - 2ms/step
## Epoch 16/50
## 101/101 - 0s - loss: 2.9233e-04 - mean_absolute_error: 0.0111 - val_loss: 4.8876e-04 - val_mean_absolute_error: 0.0114 - 193ms/epoch - 2ms/step
## Epoch 17/50
## 101/101 - 0s - loss: 2.8775e-04 - mean_absolute_error: 0.0110 - val_loss: 4.3108e-04 - val_mean_absolute_error: 0.0117 - 217ms/epoch - 2ms/step
## Epoch 18/50
## 101/101 - 0s - loss: 2.8650e-04 - mean_absolute_error: 0.0111 - val_loss: 4.2496e-04 - val_mean_absolute_error: 0.0114 - 206ms/epoch - 2ms/step
## Epoch 19/50
## 101/101 - 0s - loss: 2.9155e-04 - mean_absolute_error: 0.0111 - val_loss: 4.2767e-04 - val_mean_absolute_error: 0.0112 - 194ms/epoch - 2ms/step
## Epoch 20/50
## 101/101 - 0s - loss: 2.6312e-04 - mean_absolute_error: 0.0107 - val_loss: 4.3723e-04 - val_mean_absolute_error: 0.0117 - 191ms/epoch - 2ms/step
## Epoch 21/50
## 101/101 - 0s - loss: 2.5426e-04 - mean_absolute_error: 0.0106 - val_loss: 4.0410e-04 - val_mean_absolute_error: 0.0111 - 204ms/epoch - 2ms/step
## Epoch 22/50
## 101/101 - 0s - loss: 2.5089e-04 - mean_absolute_error: 0.0105 - val_loss: 3.9249e-04 - val_mean_absolute_error: 0.0114 - 192ms/epoch - 2ms/step
## Epoch 23/50
## 101/101 - 0s - loss: 2.3677e-04 - mean_absolute_error: 0.0103 - val_loss: 3.8019e-04 - val_mean_absolute_error: 0.0103 - 194ms/epoch - 2ms/step
## Epoch 24/50
## 101/101 - 0s - loss: 2.4737e-04 - mean_absolute_error: 0.0104 - val_loss: 4.3885e-04 - val_mean_absolute_error: 0.0109 - 194ms/epoch - 2ms/step
## Epoch 25/50
## 101/101 - 0s - loss: 2.3738e-04 - mean_absolute_error: 0.0102 - val_loss: 5.5654e-04 - val_mean_absolute_error: 0.0123 - 203ms/epoch - 2ms/step
## Epoch 26/50
## 101/101 - 0s - loss: 2.3302e-04 - mean_absolute_error: 0.0102 - val_loss: 4.1443e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 27/50
## 101/101 - 0s - loss: 2.3059e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7075e-04 - val_mean_absolute_error: 0.0109 - 212ms/epoch - 2ms/step
## Epoch 28/50
## 101/101 - 0s - loss: 2.2537e-04 - mean_absolute_error: 0.0099 - val_loss: 4.4962e-04 - val_mean_absolute_error: 0.0109 - 193ms/epoch - 2ms/step
## Epoch 29/50
## 101/101 - 0s - loss: 2.2768e-04 - mean_absolute_error: 0.0100 - val_loss: 4.6619e-04 - val_mean_absolute_error: 0.0123 - 201ms/epoch - 2ms/step
## Epoch 30/50
## 101/101 - 0s - loss: 2.2680e-04 - mean_absolute_error: 0.0100 - val_loss: 3.9072e-04 - val_mean_absolute_error: 0.0104 - 215ms/epoch - 2ms/step
## Epoch 31/50
## 101/101 - 0s - loss: 2.1396e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7385e-04 - val_mean_absolute_error: 0.0103 - 256ms/epoch - 3ms/step
## Epoch 32/50
## 101/101 - 0s - loss: 2.1335e-04 - mean_absolute_error: 0.0098 - val_loss: 3.8384e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 33/50
## 101/101 - 0s - loss: 2.0397e-04 - mean_absolute_error: 0.0096 - val_loss: 4.0376e-04 - val_mean_absolute_error: 0.0106 - 213ms/epoch - 2ms/step
## Epoch 34/50
## 101/101 - 0s - loss: 2.1520e-04 - mean_absolute_error: 0.0099 - val_loss: 3.7481e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 35/50
## 101/101 - 0s - loss: 2.0900e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9949e-04 - val_mean_absolute_error: 0.0104 - 192ms/epoch - 2ms/step
## Epoch 36/50
## 101/101 - 0s - loss: 2.0022e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8693e-04 - val_mean_absolute_error: 0.0103 - 196ms/epoch - 2ms/step
## Epoch 37/50
## 101/101 - 0s - loss: 2.0284e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1836e-04 - val_mean_absolute_error: 0.0110 - 190ms/epoch - 2ms/step
## Epoch 38/50
## 101/101 - 0s - loss: 1.9969e-04 - mean_absolute_error: 0.0096 - val_loss: 4.4989e-04 - val_mean_absolute_error: 0.0108 - 217ms/epoch - 2ms/step
## Epoch 39/50
## 101/101 - 0s - loss: 1.9189e-04 - mean_absolute_error: 0.0094 - val_loss: 3.6674e-04 - val_mean_absolute_error: 0.0104 - 261ms/epoch - 3ms/step
## Epoch 40/50
## 101/101 - 0s - loss: 2.0479e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1357e-04 - val_mean_absolute_error: 0.0111 - 200ms/epoch - 2ms/step
## Epoch 41/50
## 101/101 - 0s - loss: 1.9208e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9524e-04 - val_mean_absolute_error: 0.0105 - 204ms/epoch - 2ms/step
## Epoch 42/50
## 101/101 - 0s - loss: 1.8586e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9399e-04 - val_mean_absolute_error: 0.0103 - 189ms/epoch - 2ms/step
## Epoch 43/50
## 101/101 - 0s - loss: 1.9062e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8991e-04 - val_mean_absolute_error: 0.0102 - 188ms/epoch - 2ms/step
## Epoch 44/50
## 101/101 - 0s - loss: 1.7992e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2472e-04 - val_mean_absolute_error: 0.0124 - 184ms/epoch - 2ms/step
## Epoch 45/50
## 101/101 - 0s - loss: 1.8393e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8159e-04 - val_mean_absolute_error: 0.0103 - 197ms/epoch - 2ms/step
## Epoch 46/50
## 101/101 - 0s - loss: 1.7999e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2234e-04 - val_mean_absolute_error: 0.0103 - 200ms/epoch - 2ms/step
## Epoch 47/50
## 101/101 - 0s - loss: 1.7874e-04 - mean_absolute_error: 0.0091 - val_loss: 4.4250e-04 - val_mean_absolute_error: 0.0104 - 186ms/epoch - 2ms/step
## Epoch 48/50
## 101/101 - 0s - loss: 1.7356e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7668e-04 - val_mean_absolute_error: 0.0109 - 205ms/epoch - 2ms/step
## Epoch 49/50
## 101/101 - 0s - loss: 1.8184e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0034e-04 - val_mean_absolute_error: 0.0109 - 189ms/epoch - 2ms/step
## Epoch 50/50
## 101/101 - 0s - loss: 1.7603e-04 - mean_absolute_error: 0.0091 - val_loss: 3.5095e-04 - val_mean_absolute_error: 0.0100 - 196ms/epoch - 2ms/step
## Epoch 1/100
## 101/101 - 1s - loss: 0.0013 - mean_absolute_error: 0.0230 - val_loss: 9.0690e-04 - val_mean_absolute_error: 0.0175 - 843ms/epoch - 8ms/step
## Epoch 2/100
## 101/101 - 0s - loss: 6.1768e-04 - mean_absolute_error: 0.0160 - val_loss: 6.8974e-04 - val_mean_absolute_error: 0.0158 - 211ms/epoch - 2ms/step
## Epoch 3/100
## 101/101 - 0s - loss: 5.1012e-04 - mean_absolute_error: 0.0145 - val_loss: 5.7796e-04 - val_mean_absolute_error: 0.0126 - 201ms/epoch - 2ms/step
## Epoch 4/100
## 101/101 - 0s - loss: 4.6811e-04 - mean_absolute_error: 0.0137 - val_loss: 6.0661e-04 - val_mean_absolute_error: 0.0153 - 188ms/epoch - 2ms/step
## Epoch 5/100
## 101/101 - 0s - loss: 4.2960e-04 - mean_absolute_error: 0.0131 - val_loss: 5.6232e-04 - val_mean_absolute_error: 0.0132 - 202ms/epoch - 2ms/step
## Epoch 6/100
## 101/101 - 0s - loss: 4.0581e-04 - mean_absolute_error: 0.0127 - val_loss: 4.7036e-04 - val_mean_absolute_error: 0.0126 - 218ms/epoch - 2ms/step
## Epoch 7/100
## 101/101 - 0s - loss: 3.7093e-04 - mean_absolute_error: 0.0122 - val_loss: 4.5835e-04 - val_mean_absolute_error: 0.0115 - 213ms/epoch - 2ms/step
## Epoch 8/100
## 101/101 - 0s - loss: 3.4690e-04 - mean_absolute_error: 0.0118 - val_loss: 4.3133e-04 - val_mean_absolute_error: 0.0109 - 194ms/epoch - 2ms/step
## Epoch 9/100
## 101/101 - 0s - loss: 3.3909e-04 - mean_absolute_error: 0.0117 - val_loss: 4.2206e-04 - val_mean_absolute_error: 0.0111 - 201ms/epoch - 2ms/step
## Epoch 10/100
## 101/101 - 0s - loss: 3.3565e-04 - mean_absolute_error: 0.0116 - val_loss: 5.0765e-04 - val_mean_absolute_error: 0.0120 - 192ms/epoch - 2ms/step
## Epoch 11/100
## 101/101 - 0s - loss: 3.0423e-04 - mean_absolute_error: 0.0114 - val_loss: 3.7826e-04 - val_mean_absolute_error: 0.0107 - 185ms/epoch - 2ms/step
## Epoch 12/100
## 101/101 - 0s - loss: 3.0034e-04 - mean_absolute_error: 0.0113 - val_loss: 4.0451e-04 - val_mean_absolute_error: 0.0109 - 256ms/epoch - 3ms/step
## Epoch 13/100
## 101/101 - 0s - loss: 2.7998e-04 - mean_absolute_error: 0.0110 - val_loss: 4.3370e-04 - val_mean_absolute_error: 0.0111 - 183ms/epoch - 2ms/step
## Epoch 14/100
## 101/101 - 0s - loss: 2.7258e-04 - mean_absolute_error: 0.0108 - val_loss: 4.1890e-04 - val_mean_absolute_error: 0.0109 - 189ms/epoch - 2ms/step
## Epoch 15/100
## 101/101 - 0s - loss: 2.7105e-04 - mean_absolute_error: 0.0107 - val_loss: 3.8291e-04 - val_mean_absolute_error: 0.0108 - 188ms/epoch - 2ms/step
## Epoch 16/100
## 101/101 - 0s - loss: 2.6574e-04 - mean_absolute_error: 0.0107 - val_loss: 4.2557e-04 - val_mean_absolute_error: 0.0108 - 185ms/epoch - 2ms/step
## Epoch 17/100
## 101/101 - 0s - loss: 2.5834e-04 - mean_absolute_error: 0.0105 - val_loss: 4.3925e-04 - val_mean_absolute_error: 0.0110 - 197ms/epoch - 2ms/step
## Epoch 18/100
## 101/101 - 0s - loss: 2.4288e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0981e-04 - val_mean_absolute_error: 0.0109 - 191ms/epoch - 2ms/step
## Epoch 19/100
## 101/101 - 0s - loss: 2.4292e-04 - mean_absolute_error: 0.0102 - val_loss: 3.7175e-04 - val_mean_absolute_error: 0.0105 - 206ms/epoch - 2ms/step
## Epoch 20/100
## 101/101 - 0s - loss: 2.4046e-04 - mean_absolute_error: 0.0101 - val_loss: 3.7602e-04 - val_mean_absolute_error: 0.0105 - 195ms/epoch - 2ms/step
## Epoch 21/100
## 101/101 - 0s - loss: 2.2487e-04 - mean_absolute_error: 0.0099 - val_loss: 3.7775e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 22/100
## 101/101 - 0s - loss: 2.3521e-04 - mean_absolute_error: 0.0101 - val_loss: 4.2872e-04 - val_mean_absolute_error: 0.0112 - 194ms/epoch - 2ms/step
## Epoch 23/100
## 101/101 - 0s - loss: 2.2661e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0375e-04 - val_mean_absolute_error: 0.0108 - 194ms/epoch - 2ms/step
## Epoch 24/100
## 101/101 - 0s - loss: 2.1977e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0810e-04 - val_mean_absolute_error: 0.0106 - 202ms/epoch - 2ms/step
## Epoch 25/100
## 101/101 - 0s - loss: 2.1129e-04 - mean_absolute_error: 0.0096 - val_loss: 3.6911e-04 - val_mean_absolute_error: 0.0104 - 197ms/epoch - 2ms/step
## Epoch 26/100
## 101/101 - 0s - loss: 2.2343e-04 - mean_absolute_error: 0.0099 - val_loss: 3.7002e-04 - val_mean_absolute_error: 0.0103 - 190ms/epoch - 2ms/step
## Epoch 27/100
## 101/101 - 0s - loss: 2.2108e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7332e-04 - val_mean_absolute_error: 0.0106 - 235ms/epoch - 2ms/step
## Epoch 28/100
## 101/101 - 0s - loss: 1.9697e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7180e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 29/100
## 101/101 - 0s - loss: 2.0865e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8367e-04 - val_mean_absolute_error: 0.0108 - 184ms/epoch - 2ms/step
## Epoch 30/100
## 101/101 - 0s - loss: 1.9786e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9342e-04 - val_mean_absolute_error: 0.0102 - 196ms/epoch - 2ms/step
## Epoch 31/100
## 101/101 - 0s - loss: 1.9711e-04 - mean_absolute_error: 0.0093 - val_loss: 4.7289e-04 - val_mean_absolute_error: 0.0111 - 194ms/epoch - 2ms/step
## Epoch 32/100
## 101/101 - 0s - loss: 2.0570e-04 - mean_absolute_error: 0.0095 - val_loss: 4.4205e-04 - val_mean_absolute_error: 0.0112 - 192ms/epoch - 2ms/step
## Epoch 33/100
## 101/101 - 0s - loss: 1.8936e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6761e-04 - val_mean_absolute_error: 0.0101 - 252ms/epoch - 2ms/step
## Epoch 34/100
## 101/101 - 0s - loss: 1.7960e-04 - mean_absolute_error: 0.0090 - val_loss: 3.7867e-04 - val_mean_absolute_error: 0.0101 - 201ms/epoch - 2ms/step
## Epoch 35/100
## 101/101 - 0s - loss: 1.8985e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2958e-04 - val_mean_absolute_error: 0.0109 - 186ms/epoch - 2ms/step
## Epoch 36/100
## 101/101 - 0s - loss: 1.8542e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6901e-04 - val_mean_absolute_error: 0.0103 - 267ms/epoch - 3ms/step
## Epoch 37/100
## 101/101 - 0s - loss: 1.8989e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6109e-04 - val_mean_absolute_error: 0.0104 - 228ms/epoch - 2ms/step
## Epoch 38/100
## 101/101 - 0s - loss: 1.7579e-04 - mean_absolute_error: 0.0090 - val_loss: 3.6046e-04 - val_mean_absolute_error: 0.0101 - 192ms/epoch - 2ms/step
## Epoch 39/100
## 101/101 - 0s - loss: 1.8636e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8623e-04 - val_mean_absolute_error: 0.0101 - 199ms/epoch - 2ms/step
## Epoch 40/100
## 101/101 - 0s - loss: 1.7628e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7409e-04 - val_mean_absolute_error: 0.0104 - 247ms/epoch - 2ms/step
## Epoch 41/100
## 101/101 - 0s - loss: 1.7277e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8992e-04 - val_mean_absolute_error: 0.0107 - 192ms/epoch - 2ms/step
## Epoch 42/100
## 101/101 - 0s - loss: 1.7579e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5329e-04 - val_mean_absolute_error: 0.0106 - 241ms/epoch - 2ms/step
## Epoch 43/100
## 101/101 - 0s - loss: 1.7701e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6919e-04 - val_mean_absolute_error: 0.0101 - 184ms/epoch - 2ms/step
## Epoch 44/100
## 101/101 - 0s - loss: 1.7304e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6414e-04 - val_mean_absolute_error: 0.0105 - 196ms/epoch - 2ms/step
## Epoch 45/100
## 101/101 - 0s - loss: 1.6889e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6429e-04 - val_mean_absolute_error: 0.0103 - 203ms/epoch - 2ms/step
## Epoch 46/100
## 101/101 - 0s - loss: 1.6963e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2778e-04 - val_mean_absolute_error: 0.0107 - 200ms/epoch - 2ms/step
## Epoch 47/100
## 101/101 - 0s - loss: 1.7260e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0145e-04 - val_mean_absolute_error: 0.0111 - 202ms/epoch - 2ms/step
## Epoch 48/100
## 101/101 - 0s - loss: 1.7056e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6128e-04 - val_mean_absolute_error: 0.0100 - 196ms/epoch - 2ms/step
## Epoch 49/100
## 101/101 - 0s - loss: 1.6472e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5923e-04 - val_mean_absolute_error: 0.0101 - 192ms/epoch - 2ms/step
## Epoch 50/100
## 101/101 - 0s - loss: 1.6604e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6851e-04 - val_mean_absolute_error: 0.0100 - 186ms/epoch - 2ms/step
## Epoch 51/100
## 101/101 - 0s - loss: 1.5509e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8943e-04 - val_mean_absolute_error: 0.0101 - 186ms/epoch - 2ms/step
## Epoch 52/100
## 101/101 - 0s - loss: 1.5588e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5836e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 53/100
## 101/101 - 0s - loss: 1.5693e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7340e-04 - val_mean_absolute_error: 0.0100 - 188ms/epoch - 2ms/step
## Epoch 54/100
## 101/101 - 0s - loss: 1.5545e-04 - mean_absolute_error: 0.0086 - val_loss: 3.5226e-04 - val_mean_absolute_error: 0.0103 - 188ms/epoch - 2ms/step
## Epoch 55/100
## 101/101 - 0s - loss: 1.5879e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7658e-04 - val_mean_absolute_error: 0.0101 - 246ms/epoch - 2ms/step
## Epoch 56/100
## 101/101 - 0s - loss: 1.5805e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8516e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 57/100
## 101/101 - 0s - loss: 1.6183e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8273e-04 - val_mean_absolute_error: 0.0102 - 201ms/epoch - 2ms/step
## Epoch 58/100
## 101/101 - 0s - loss: 1.5479e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7363e-04 - val_mean_absolute_error: 0.0102 - 192ms/epoch - 2ms/step
## Epoch 59/100
## 101/101 - 0s - loss: 1.5638e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5619e-04 - val_mean_absolute_error: 0.0099 - 199ms/epoch - 2ms/step
## Epoch 60/100
## 101/101 - 0s - loss: 1.5407e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2435e-04 - val_mean_absolute_error: 0.0102 - 194ms/epoch - 2ms/step
## Epoch 61/100
## 101/101 - 0s - loss: 1.4418e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7791e-04 - val_mean_absolute_error: 0.0101 - 201ms/epoch - 2ms/step
## Epoch 62/100
## 101/101 - 0s - loss: 1.4174e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9870e-04 - val_mean_absolute_error: 0.0101 - 199ms/epoch - 2ms/step
## Epoch 63/100
## 101/101 - 0s - loss: 1.4990e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7453e-04 - val_mean_absolute_error: 0.0101 - 239ms/epoch - 2ms/step
## Epoch 64/100
## 101/101 - 0s - loss: 1.6493e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9560e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 65/100
## 101/101 - 0s - loss: 1.4829e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0726e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 66/100
## 101/101 - 0s - loss: 1.6724e-04 - mean_absolute_error: 0.0087 - val_loss: 3.6386e-04 - val_mean_absolute_error: 0.0104 - 243ms/epoch - 2ms/step
## Epoch 67/100
## 101/101 - 0s - loss: 1.4649e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7639e-04 - val_mean_absolute_error: 0.0100 - 251ms/epoch - 2ms/step
## Epoch 68/100
## 101/101 - 0s - loss: 1.4193e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0828e-04 - val_mean_absolute_error: 0.0106 - 193ms/epoch - 2ms/step
## Epoch 69/100
## 101/101 - 0s - loss: 1.4518e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0104e-04 - val_mean_absolute_error: 0.0110 - 202ms/epoch - 2ms/step
## Epoch 70/100
## 101/101 - 0s - loss: 1.4592e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8808e-04 - val_mean_absolute_error: 0.0101 - 196ms/epoch - 2ms/step
## Epoch 71/100
## 101/101 - 0s - loss: 1.4650e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7549e-04 - val_mean_absolute_error: 0.0099 - 198ms/epoch - 2ms/step
## Epoch 72/100
## 101/101 - 0s - loss: 1.3778e-04 - mean_absolute_error: 0.0082 - val_loss: 3.6465e-04 - val_mean_absolute_error: 0.0100 - 197ms/epoch - 2ms/step
## Epoch 73/100
## 101/101 - 0s - loss: 1.3986e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6223e-04 - val_mean_absolute_error: 0.0102 - 189ms/epoch - 2ms/step
## Epoch 74/100
## 101/101 - 0s - loss: 1.3714e-04 - mean_absolute_error: 0.0082 - val_loss: 3.5888e-04 - val_mean_absolute_error: 0.0100 - 193ms/epoch - 2ms/step
## Epoch 75/100
## 101/101 - 0s - loss: 1.3966e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8833e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 76/100
## 101/101 - 0s - loss: 1.3838e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8008e-04 - val_mean_absolute_error: 0.0107 - 190ms/epoch - 2ms/step
## Epoch 77/100
## 101/101 - 0s - loss: 1.3313e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7627e-04 - val_mean_absolute_error: 0.0103 - 193ms/epoch - 2ms/step
## Epoch 78/100
## 101/101 - 0s - loss: 1.3959e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7277e-04 - val_mean_absolute_error: 0.0100 - 255ms/epoch - 3ms/step
## Epoch 79/100
## 101/101 - 0s - loss: 1.3424e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8398e-04 - val_mean_absolute_error: 0.0110 - 195ms/epoch - 2ms/step
## Epoch 80/100
## 101/101 - 0s - loss: 1.4158e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8082e-04 - val_mean_absolute_error: 0.0105 - 197ms/epoch - 2ms/step
## Epoch 81/100
## 101/101 - 0s - loss: 1.4080e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2432e-04 - val_mean_absolute_error: 0.0108 - 185ms/epoch - 2ms/step
## Epoch 82/100
## 101/101 - 0s - loss: 1.3270e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8063e-04 - val_mean_absolute_error: 0.0102 - 198ms/epoch - 2ms/step
## Epoch 83/100
## 101/101 - 0s - loss: 1.3857e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8506e-04 - val_mean_absolute_error: 0.0100 - 220ms/epoch - 2ms/step
## Epoch 84/100
## 101/101 - 0s - loss: 1.3519e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8379e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 85/100
## 101/101 - 0s - loss: 1.3040e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0265e-04 - val_mean_absolute_error: 0.0106 - 208ms/epoch - 2ms/step
## Epoch 86/100
## 101/101 - 0s - loss: 1.2743e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9130e-04 - val_mean_absolute_error: 0.0105 - 184ms/epoch - 2ms/step
## Epoch 87/100
## 101/101 - 0s - loss: 1.3745e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1499e-04 - val_mean_absolute_error: 0.0107 - 200ms/epoch - 2ms/step
## Epoch 88/100
## 101/101 - 0s - loss: 1.3592e-04 - mean_absolute_error: 0.0080 - val_loss: 3.6867e-04 - val_mean_absolute_error: 0.0100 - 197ms/epoch - 2ms/step
## Epoch 89/100
## 101/101 - 0s - loss: 1.2532e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9900e-04 - val_mean_absolute_error: 0.0105 - 194ms/epoch - 2ms/step
## Epoch 90/100
## 101/101 - 0s - loss: 1.3034e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7947e-04 - val_mean_absolute_error: 0.0103 - 194ms/epoch - 2ms/step
## Epoch 91/100
## 101/101 - 0s - loss: 1.2399e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1366e-04 - val_mean_absolute_error: 0.0106 - 207ms/epoch - 2ms/step
## Epoch 92/100
## 101/101 - 0s - loss: 1.3826e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8081e-04 - val_mean_absolute_error: 0.0103 - 240ms/epoch - 2ms/step
## Epoch 93/100
## 101/101 - 0s - loss: 1.3595e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7559e-04 - val_mean_absolute_error: 0.0099 - 203ms/epoch - 2ms/step
## Epoch 94/100
## 101/101 - 0s - loss: 1.3366e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5229e-04 - val_mean_absolute_error: 0.0101 - 187ms/epoch - 2ms/step
## Epoch 95/100
## 101/101 - 0s - loss: 1.2506e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8760e-04 - val_mean_absolute_error: 0.0107 - 213ms/epoch - 2ms/step
## Epoch 96/100
## 101/101 - 0s - loss: 1.1504e-04 - mean_absolute_error: 0.0076 - val_loss: 3.6535e-04 - val_mean_absolute_error: 0.0101 - 198ms/epoch - 2ms/step
## Epoch 97/100
## 101/101 - 0s - loss: 1.2824e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6566e-04 - val_mean_absolute_error: 0.0104 - 202ms/epoch - 2ms/step
## Epoch 98/100
## 101/101 - 0s - loss: 1.2882e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8407e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 99/100
## 101/101 - 0s - loss: 1.2652e-04 - mean_absolute_error: 0.0078 - val_loss: 3.6791e-04 - val_mean_absolute_error: 0.0101 - 208ms/epoch - 2ms/step
## Epoch 100/100
## 101/101 - 0s - loss: 1.2245e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7140e-04 - val_mean_absolute_error: 0.0101 - 198ms/epoch - 2ms/step
## Epoch 1/150
## 101/101 - 1s - loss: 0.0014 - mean_absolute_error: 0.0240 - val_loss: 8.9501e-04 - val_mean_absolute_error: 0.0168 - 859ms/epoch - 9ms/step
## Epoch 2/150
## 101/101 - 0s - loss: 6.6135e-04 - mean_absolute_error: 0.0168 - val_loss: 7.5464e-04 - val_mean_absolute_error: 0.0152 - 204ms/epoch - 2ms/step
## Epoch 3/150
## 101/101 - 0s - loss: 5.5363e-04 - mean_absolute_error: 0.0152 - val_loss: 6.1448e-04 - val_mean_absolute_error: 0.0127 - 202ms/epoch - 2ms/step
## Epoch 4/150
## 101/101 - 0s - loss: 4.7248e-04 - mean_absolute_error: 0.0140 - val_loss: 6.1704e-04 - val_mean_absolute_error: 0.0136 - 203ms/epoch - 2ms/step
## Epoch 5/150
## 101/101 - 0s - loss: 4.3637e-04 - mean_absolute_error: 0.0134 - val_loss: 6.2596e-04 - val_mean_absolute_error: 0.0139 - 196ms/epoch - 2ms/step
## Epoch 6/150
## 101/101 - 0s - loss: 4.3256e-04 - mean_absolute_error: 0.0134 - val_loss: 4.8185e-04 - val_mean_absolute_error: 0.0118 - 192ms/epoch - 2ms/step
## Epoch 7/150
## 101/101 - 0s - loss: 3.6224e-04 - mean_absolute_error: 0.0122 - val_loss: 4.5480e-04 - val_mean_absolute_error: 0.0112 - 193ms/epoch - 2ms/step
## Epoch 8/150
## 101/101 - 0s - loss: 3.6292e-04 - mean_absolute_error: 0.0122 - val_loss: 4.2869e-04 - val_mean_absolute_error: 0.0111 - 194ms/epoch - 2ms/step
## Epoch 9/150
## 101/101 - 0s - loss: 3.2696e-04 - mean_absolute_error: 0.0117 - val_loss: 4.7303e-04 - val_mean_absolute_error: 0.0113 - 196ms/epoch - 2ms/step
## Epoch 10/150
## 101/101 - 0s - loss: 3.2018e-04 - mean_absolute_error: 0.0115 - val_loss: 4.6236e-04 - val_mean_absolute_error: 0.0114 - 189ms/epoch - 2ms/step
## Epoch 11/150
## 101/101 - 0s - loss: 3.1617e-04 - mean_absolute_error: 0.0115 - val_loss: 4.5482e-04 - val_mean_absolute_error: 0.0117 - 191ms/epoch - 2ms/step
## Epoch 12/150
## 101/101 - 0s - loss: 3.0179e-04 - mean_absolute_error: 0.0112 - val_loss: 4.5830e-04 - val_mean_absolute_error: 0.0111 - 202ms/epoch - 2ms/step
## Epoch 13/150
## 101/101 - 0s - loss: 2.9512e-04 - mean_absolute_error: 0.0110 - val_loss: 4.8741e-04 - val_mean_absolute_error: 0.0115 - 199ms/epoch - 2ms/step
## Epoch 14/150
## 101/101 - 0s - loss: 2.9277e-04 - mean_absolute_error: 0.0110 - val_loss: 5.5333e-04 - val_mean_absolute_error: 0.0117 - 205ms/epoch - 2ms/step
## Epoch 15/150
## 101/101 - 0s - loss: 2.8888e-04 - mean_absolute_error: 0.0110 - val_loss: 4.1225e-04 - val_mean_absolute_error: 0.0105 - 201ms/epoch - 2ms/step
## Epoch 16/150
## 101/101 - 0s - loss: 2.5921e-04 - mean_absolute_error: 0.0106 - val_loss: 4.4368e-04 - val_mean_absolute_error: 0.0110 - 193ms/epoch - 2ms/step
## Epoch 17/150
## 101/101 - 0s - loss: 2.5842e-04 - mean_absolute_error: 0.0106 - val_loss: 5.1474e-04 - val_mean_absolute_error: 0.0130 - 191ms/epoch - 2ms/step
## Epoch 18/150
## 101/101 - 0s - loss: 2.4325e-04 - mean_absolute_error: 0.0104 - val_loss: 3.9843e-04 - val_mean_absolute_error: 0.0106 - 208ms/epoch - 2ms/step
## Epoch 19/150
## 101/101 - 0s - loss: 2.5710e-04 - mean_absolute_error: 0.0104 - val_loss: 4.2761e-04 - val_mean_absolute_error: 0.0107 - 206ms/epoch - 2ms/step
## Epoch 20/150
## 101/101 - 0s - loss: 2.4106e-04 - mean_absolute_error: 0.0103 - val_loss: 4.8078e-04 - val_mean_absolute_error: 0.0111 - 200ms/epoch - 2ms/step
## Epoch 21/150
## 101/101 - 0s - loss: 2.2120e-04 - mean_absolute_error: 0.0100 - val_loss: 4.4597e-04 - val_mean_absolute_error: 0.0106 - 202ms/epoch - 2ms/step
## Epoch 22/150
## 101/101 - 0s - loss: 2.1921e-04 - mean_absolute_error: 0.0099 - val_loss: 4.0641e-04 - val_mean_absolute_error: 0.0105 - 207ms/epoch - 2ms/step
## Epoch 23/150
## 101/101 - 0s - loss: 2.2302e-04 - mean_absolute_error: 0.0099 - val_loss: 4.3366e-04 - val_mean_absolute_error: 0.0108 - 210ms/epoch - 2ms/step
## Epoch 24/150
## 101/101 - 0s - loss: 2.1940e-04 - mean_absolute_error: 0.0098 - val_loss: 5.2740e-04 - val_mean_absolute_error: 0.0113 - 196ms/epoch - 2ms/step
## Epoch 25/150
## 101/101 - 0s - loss: 2.2052e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5468e-04 - val_mean_absolute_error: 0.0108 - 191ms/epoch - 2ms/step
## Epoch 26/150
## 101/101 - 0s - loss: 2.0924e-04 - mean_absolute_error: 0.0096 - val_loss: 4.3519e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 27/150
## 101/101 - 0s - loss: 2.0588e-04 - mean_absolute_error: 0.0096 - val_loss: 4.1033e-04 - val_mean_absolute_error: 0.0104 - 200ms/epoch - 2ms/step
## Epoch 28/150
## 101/101 - 0s - loss: 2.0370e-04 - mean_absolute_error: 0.0096 - val_loss: 4.5142e-04 - val_mean_absolute_error: 0.0106 - 198ms/epoch - 2ms/step
## Epoch 29/150
## 101/101 - 0s - loss: 2.0519e-04 - mean_absolute_error: 0.0096 - val_loss: 4.0916e-04 - val_mean_absolute_error: 0.0103 - 207ms/epoch - 2ms/step
## Epoch 30/150
## 101/101 - 0s - loss: 2.0803e-04 - mean_absolute_error: 0.0095 - val_loss: 4.4019e-04 - val_mean_absolute_error: 0.0105 - 198ms/epoch - 2ms/step
## Epoch 31/150
## 101/101 - 0s - loss: 1.8497e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2933e-04 - val_mean_absolute_error: 0.0108 - 230ms/epoch - 2ms/step
## Epoch 32/150
## 101/101 - 0s - loss: 1.9180e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9081e-04 - val_mean_absolute_error: 0.0102 - 203ms/epoch - 2ms/step
## Epoch 33/150
## 101/101 - 0s - loss: 1.9297e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8225e-04 - val_mean_absolute_error: 0.0101 - 210ms/epoch - 2ms/step
## Epoch 34/150
## 101/101 - 0s - loss: 1.8518e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0140e-04 - val_mean_absolute_error: 0.0102 - 205ms/epoch - 2ms/step
## Epoch 35/150
## 101/101 - 0s - loss: 1.9572e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2384e-04 - val_mean_absolute_error: 0.0109 - 190ms/epoch - 2ms/step
## Epoch 36/150
## 101/101 - 0s - loss: 1.8731e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9443e-04 - val_mean_absolute_error: 0.0101 - 203ms/epoch - 2ms/step
## Epoch 37/150
## 101/101 - 0s - loss: 1.8377e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0138e-04 - val_mean_absolute_error: 0.0101 - 205ms/epoch - 2ms/step
## Epoch 38/150
## 101/101 - 0s - loss: 1.7626e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0194e-04 - val_mean_absolute_error: 0.0102 - 233ms/epoch - 2ms/step
## Epoch 39/150
## 101/101 - 0s - loss: 1.9760e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9961e-04 - val_mean_absolute_error: 0.0101 - 195ms/epoch - 2ms/step
## Epoch 40/150
## 101/101 - 0s - loss: 1.7564e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7065e-04 - val_mean_absolute_error: 0.0100 - 209ms/epoch - 2ms/step
## Epoch 41/150
## 101/101 - 0s - loss: 1.8434e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0611e-04 - val_mean_absolute_error: 0.0103 - 204ms/epoch - 2ms/step
## Epoch 42/150
## 101/101 - 0s - loss: 1.7588e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9228e-04 - val_mean_absolute_error: 0.0104 - 198ms/epoch - 2ms/step
## Epoch 43/150
## 101/101 - 0s - loss: 1.6486e-04 - mean_absolute_error: 0.0088 - val_loss: 4.3109e-04 - val_mean_absolute_error: 0.0108 - 214ms/epoch - 2ms/step
## Epoch 44/150
## 101/101 - 0s - loss: 1.6923e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8254e-04 - val_mean_absolute_error: 0.0102 - 200ms/epoch - 2ms/step
## Epoch 45/150
## 101/101 - 0s - loss: 1.7614e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0242e-04 - val_mean_absolute_error: 0.0103 - 203ms/epoch - 2ms/step
## Epoch 46/150
## 101/101 - 0s - loss: 1.6979e-04 - mean_absolute_error: 0.0089 - val_loss: 4.1061e-04 - val_mean_absolute_error: 0.0106 - 210ms/epoch - 2ms/step
## Epoch 47/150
## 101/101 - 0s - loss: 1.6272e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5768e-04 - val_mean_absolute_error: 0.0101 - 208ms/epoch - 2ms/step
## Epoch 48/150
## 101/101 - 0s - loss: 1.6560e-04 - mean_absolute_error: 0.0088 - val_loss: 3.7335e-04 - val_mean_absolute_error: 0.0102 - 194ms/epoch - 2ms/step
## Epoch 49/150
## 101/101 - 0s - loss: 1.5881e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6036e-04 - val_mean_absolute_error: 0.0101 - 202ms/epoch - 2ms/step
## Epoch 50/150
## 101/101 - 0s - loss: 1.6394e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1733e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 51/150
## 101/101 - 0s - loss: 1.5712e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8229e-04 - val_mean_absolute_error: 0.0101 - 206ms/epoch - 2ms/step
## Epoch 52/150
## 101/101 - 0s - loss: 1.6883e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9119e-04 - val_mean_absolute_error: 0.0108 - 206ms/epoch - 2ms/step
## Epoch 53/150
## 101/101 - 0s - loss: 1.5700e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6134e-04 - val_mean_absolute_error: 0.0100 - 199ms/epoch - 2ms/step
## Epoch 54/150
## 101/101 - 0s - loss: 1.6060e-04 - mean_absolute_error: 0.0086 - val_loss: 3.6539e-04 - val_mean_absolute_error: 0.0100 - 195ms/epoch - 2ms/step
## Epoch 55/150
## 101/101 - 0s - loss: 1.5852e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8909e-04 - val_mean_absolute_error: 0.0106 - 198ms/epoch - 2ms/step
## Epoch 56/150
## 101/101 - 0s - loss: 1.5585e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8012e-04 - val_mean_absolute_error: 0.0101 - 191ms/epoch - 2ms/step
## Epoch 57/150
## 101/101 - 0s - loss: 1.4998e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8978e-04 - val_mean_absolute_error: 0.0102 - 191ms/epoch - 2ms/step
## Epoch 58/150
## 101/101 - 0s - loss: 1.5370e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1597e-04 - val_mean_absolute_error: 0.0102 - 206ms/epoch - 2ms/step
## Epoch 59/150
## 101/101 - 0s - loss: 1.5015e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8591e-04 - val_mean_absolute_error: 0.0101 - 192ms/epoch - 2ms/step
## Epoch 60/150
## 101/101 - 0s - loss: 1.5804e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0692e-04 - val_mean_absolute_error: 0.0102 - 207ms/epoch - 2ms/step
## Epoch 61/150
## 101/101 - 0s - loss: 1.6020e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8124e-04 - val_mean_absolute_error: 0.0102 - 199ms/epoch - 2ms/step
## Epoch 62/150
## 101/101 - 0s - loss: 1.5613e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9106e-04 - val_mean_absolute_error: 0.0101 - 195ms/epoch - 2ms/step
## Epoch 63/150
## 101/101 - 0s - loss: 1.4677e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6927e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 64/150
## 101/101 - 0s - loss: 1.6014e-04 - mean_absolute_error: 0.0085 - val_loss: 3.5698e-04 - val_mean_absolute_error: 0.0100 - 202ms/epoch - 2ms/step
## Epoch 65/150
## 101/101 - 0s - loss: 1.5440e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8350e-04 - val_mean_absolute_error: 0.0102 - 189ms/epoch - 2ms/step
## Epoch 66/150
## 101/101 - 0s - loss: 1.4541e-04 - mean_absolute_error: 0.0083 - val_loss: 3.6446e-04 - val_mean_absolute_error: 0.0098 - 195ms/epoch - 2ms/step
## Epoch 67/150
## 101/101 - 0s - loss: 1.5278e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7781e-04 - val_mean_absolute_error: 0.0100 - 197ms/epoch - 2ms/step
## Epoch 68/150
## 101/101 - 0s - loss: 1.4850e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8911e-04 - val_mean_absolute_error: 0.0104 - 198ms/epoch - 2ms/step
## Epoch 69/150
## 101/101 - 0s - loss: 1.5208e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0285e-04 - val_mean_absolute_error: 0.0101 - 196ms/epoch - 2ms/step
## Epoch 70/150
## 101/101 - 0s - loss: 1.4410e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9572e-04 - val_mean_absolute_error: 0.0100 - 202ms/epoch - 2ms/step
## Epoch 71/150
## 101/101 - 0s - loss: 1.4899e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0650e-04 - val_mean_absolute_error: 0.0106 - 189ms/epoch - 2ms/step
## Epoch 72/150
## 101/101 - 0s - loss: 1.4413e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1161e-04 - val_mean_absolute_error: 0.0101 - 265ms/epoch - 3ms/step
## Epoch 73/150
## 101/101 - 0s - loss: 1.4155e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2086e-04 - val_mean_absolute_error: 0.0104 - 205ms/epoch - 2ms/step
## Epoch 74/150
## 101/101 - 0s - loss: 1.3997e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7829e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 75/150
## 101/101 - 0s - loss: 1.4048e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9039e-04 - val_mean_absolute_error: 0.0101 - 202ms/epoch - 2ms/step
## Epoch 76/150
## 101/101 - 0s - loss: 1.3520e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2222e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 77/150
## 101/101 - 0s - loss: 1.2834e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9779e-04 - val_mean_absolute_error: 0.0107 - 195ms/epoch - 2ms/step
## Epoch 78/150
## 101/101 - 0s - loss: 1.3698e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9501e-04 - val_mean_absolute_error: 0.0110 - 189ms/epoch - 2ms/step
## Epoch 79/150
## 101/101 - 0s - loss: 1.3815e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2261e-04 - val_mean_absolute_error: 0.0110 - 246ms/epoch - 2ms/step
## Epoch 80/150
## 101/101 - 0s - loss: 1.3806e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7983e-04 - val_mean_absolute_error: 0.0099 - 203ms/epoch - 2ms/step
## Epoch 81/150
## 101/101 - 0s - loss: 1.3473e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0438e-04 - val_mean_absolute_error: 0.0101 - 194ms/epoch - 2ms/step
## Epoch 82/150
## 101/101 - 0s - loss: 1.2674e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0156e-04 - val_mean_absolute_error: 0.0100 - 207ms/epoch - 2ms/step
## Epoch 83/150
## 101/101 - 0s - loss: 1.4802e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9041e-04 - val_mean_absolute_error: 0.0100 - 206ms/epoch - 2ms/step
## Epoch 84/150
## 101/101 - 0s - loss: 1.4293e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0193e-04 - val_mean_absolute_error: 0.0101 - 196ms/epoch - 2ms/step
## Epoch 85/150
## 101/101 - 0s - loss: 1.3329e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0141e-04 - val_mean_absolute_error: 0.0102 - 206ms/epoch - 2ms/step
## Epoch 86/150
## 101/101 - 0s - loss: 1.3292e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2352e-04 - val_mean_absolute_error: 0.0101 - 212ms/epoch - 2ms/step
## Epoch 87/150
## 101/101 - 0s - loss: 1.3540e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1253e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 88/150
## 101/101 - 0s - loss: 1.3121e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8229e-04 - val_mean_absolute_error: 0.0100 - 206ms/epoch - 2ms/step
## Epoch 89/150
## 101/101 - 0s - loss: 1.2499e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9717e-04 - val_mean_absolute_error: 0.0106 - 207ms/epoch - 2ms/step
## Epoch 90/150
## 101/101 - 0s - loss: 1.2537e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9604e-04 - val_mean_absolute_error: 0.0102 - 210ms/epoch - 2ms/step
## Epoch 91/150
## 101/101 - 0s - loss: 1.2394e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4671e-04 - val_mean_absolute_error: 0.0117 - 210ms/epoch - 2ms/step
## Epoch 92/150
## 101/101 - 0s - loss: 1.3677e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0252e-04 - val_mean_absolute_error: 0.0104 - 212ms/epoch - 2ms/step
## Epoch 93/150
## 101/101 - 0s - loss: 1.2928e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2480e-04 - val_mean_absolute_error: 0.0105 - 203ms/epoch - 2ms/step
## Epoch 94/150
## 101/101 - 0s - loss: 1.2988e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0551e-04 - val_mean_absolute_error: 0.0105 - 202ms/epoch - 2ms/step
## Epoch 95/150
## 101/101 - 0s - loss: 1.2362e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1348e-04 - val_mean_absolute_error: 0.0106 - 199ms/epoch - 2ms/step
## Epoch 96/150
## 101/101 - 0s - loss: 1.1264e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1716e-04 - val_mean_absolute_error: 0.0104 - 210ms/epoch - 2ms/step
## Epoch 97/150
## 101/101 - 0s - loss: 1.2143e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0288e-04 - val_mean_absolute_error: 0.0101 - 198ms/epoch - 2ms/step
## Epoch 98/150
## 101/101 - 0s - loss: 1.2127e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2573e-04 - val_mean_absolute_error: 0.0102 - 206ms/epoch - 2ms/step
## Epoch 99/150
## 101/101 - 0s - loss: 1.2098e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3760e-04 - val_mean_absolute_error: 0.0108 - 202ms/epoch - 2ms/step
## Epoch 100/150
## 101/101 - 0s - loss: 1.2122e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2376e-04 - val_mean_absolute_error: 0.0106 - 205ms/epoch - 2ms/step
## Epoch 101/150
## 101/101 - 0s - loss: 1.2275e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3979e-04 - val_mean_absolute_error: 0.0124 - 205ms/epoch - 2ms/step
## Epoch 102/150
## 101/101 - 0s - loss: 1.2127e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8238e-04 - val_mean_absolute_error: 0.0106 - 193ms/epoch - 2ms/step
## Epoch 103/150
## 101/101 - 0s - loss: 1.1962e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1162e-04 - val_mean_absolute_error: 0.0103 - 197ms/epoch - 2ms/step
## Epoch 104/150
## 101/101 - 0s - loss: 1.2428e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9169e-04 - val_mean_absolute_error: 0.0100 - 200ms/epoch - 2ms/step
## Epoch 105/150
## 101/101 - 0s - loss: 1.1431e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1972e-04 - val_mean_absolute_error: 0.0105 - 198ms/epoch - 2ms/step
## Epoch 106/150
## 101/101 - 0s - loss: 1.1961e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9879e-04 - val_mean_absolute_error: 0.0105 - 193ms/epoch - 2ms/step
## Epoch 107/150
## 101/101 - 0s - loss: 1.2354e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2742e-04 - val_mean_absolute_error: 0.0113 - 208ms/epoch - 2ms/step
## Epoch 108/150
## 101/101 - 0s - loss: 1.1550e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4070e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 109/150
## 101/101 - 0s - loss: 1.2147e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3235e-04 - val_mean_absolute_error: 0.0109 - 204ms/epoch - 2ms/step
## Epoch 110/150
## 101/101 - 0s - loss: 1.1645e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3043e-04 - val_mean_absolute_error: 0.0104 - 210ms/epoch - 2ms/step
## Epoch 111/150
## 101/101 - 0s - loss: 1.1438e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2074e-04 - val_mean_absolute_error: 0.0107 - 206ms/epoch - 2ms/step
## Epoch 112/150
## 101/101 - 0s - loss: 1.1495e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0403e-04 - val_mean_absolute_error: 0.0104 - 213ms/epoch - 2ms/step
## Epoch 113/150
## 101/101 - 0s - loss: 1.1841e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2268e-04 - val_mean_absolute_error: 0.0108 - 194ms/epoch - 2ms/step
## Epoch 114/150
## 101/101 - 0s - loss: 1.1775e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4698e-04 - val_mean_absolute_error: 0.0119 - 210ms/epoch - 2ms/step
## Epoch 115/150
## 101/101 - 0s - loss: 1.1756e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3580e-04 - val_mean_absolute_error: 0.0114 - 206ms/epoch - 2ms/step
## Epoch 116/150
## 101/101 - 0s - loss: 1.1085e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1658e-04 - val_mean_absolute_error: 0.0105 - 209ms/epoch - 2ms/step
## Epoch 117/150
## 101/101 - 0s - loss: 1.2063e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1105e-04 - val_mean_absolute_error: 0.0103 - 208ms/epoch - 2ms/step
## Epoch 118/150
## 101/101 - 0s - loss: 1.1174e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1997e-04 - val_mean_absolute_error: 0.0106 - 195ms/epoch - 2ms/step
## Epoch 119/150
## 101/101 - 0s - loss: 1.1128e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1010e-04 - val_mean_absolute_error: 0.0105 - 210ms/epoch - 2ms/step
## Epoch 120/150
## 101/101 - 0s - loss: 1.1830e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3184e-04 - val_mean_absolute_error: 0.0110 - 212ms/epoch - 2ms/step
## Epoch 121/150
## 101/101 - 0s - loss: 1.1159e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1691e-04 - val_mean_absolute_error: 0.0106 - 193ms/epoch - 2ms/step
## Epoch 122/150
## 101/101 - 0s - loss: 1.1449e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1128e-04 - val_mean_absolute_error: 0.0106 - 200ms/epoch - 2ms/step
## Epoch 123/150
## 101/101 - 0s - loss: 1.1229e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3056e-04 - val_mean_absolute_error: 0.0107 - 191ms/epoch - 2ms/step
## Epoch 124/150
## 101/101 - 0s - loss: 1.1159e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0860e-04 - val_mean_absolute_error: 0.0107 - 196ms/epoch - 2ms/step
## Epoch 125/150
## 101/101 - 0s - loss: 1.1431e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3169e-04 - val_mean_absolute_error: 0.0109 - 184ms/epoch - 2ms/step
## Epoch 126/150
## 101/101 - 0s - loss: 1.1404e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0612e-04 - val_mean_absolute_error: 0.0104 - 199ms/epoch - 2ms/step
## Epoch 127/150
## 101/101 - 0s - loss: 1.1311e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1719e-04 - val_mean_absolute_error: 0.0113 - 200ms/epoch - 2ms/step
## Epoch 128/150
## 101/101 - 0s - loss: 1.0674e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0749e-04 - val_mean_absolute_error: 0.0110 - 200ms/epoch - 2ms/step
## Epoch 129/150
## 101/101 - 0s - loss: 1.1801e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2600e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 130/150
## 101/101 - 0s - loss: 1.0601e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2086e-04 - val_mean_absolute_error: 0.0116 - 198ms/epoch - 2ms/step
## Epoch 131/150
## 101/101 - 0s - loss: 1.1351e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3546e-04 - val_mean_absolute_error: 0.0102 - 205ms/epoch - 2ms/step
## Epoch 132/150
## 101/101 - 0s - loss: 1.1636e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3598e-04 - val_mean_absolute_error: 0.0112 - 204ms/epoch - 2ms/step
## Epoch 133/150
## 101/101 - 0s - loss: 1.1170e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2480e-04 - val_mean_absolute_error: 0.0106 - 185ms/epoch - 2ms/step
## Epoch 134/150
## 101/101 - 0s - loss: 1.1135e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3126e-04 - val_mean_absolute_error: 0.0102 - 192ms/epoch - 2ms/step
## Epoch 135/150
## 101/101 - 0s - loss: 1.1570e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3062e-04 - val_mean_absolute_error: 0.0108 - 202ms/epoch - 2ms/step
## Epoch 136/150
## 101/101 - 0s - loss: 1.0688e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1676e-04 - val_mean_absolute_error: 0.0107 - 193ms/epoch - 2ms/step
## Epoch 137/150
## 101/101 - 0s - loss: 1.0879e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3021e-04 - val_mean_absolute_error: 0.0111 - 201ms/epoch - 2ms/step
## Epoch 138/150
## 101/101 - 0s - loss: 1.1025e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5332e-04 - val_mean_absolute_error: 0.0118 - 197ms/epoch - 2ms/step
## Epoch 139/150
## 101/101 - 0s - loss: 1.1911e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4470e-04 - val_mean_absolute_error: 0.0108 - 188ms/epoch - 2ms/step
## Epoch 140/150
## 101/101 - 0s - loss: 1.1547e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0747e-04 - val_mean_absolute_error: 0.0103 - 198ms/epoch - 2ms/step
## Epoch 141/150
## 101/101 - 0s - loss: 1.0830e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0609e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 142/150
## 101/101 - 0s - loss: 1.0535e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5007e-04 - val_mean_absolute_error: 0.0115 - 191ms/epoch - 2ms/step
## Epoch 143/150
## 101/101 - 0s - loss: 1.0858e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1307e-04 - val_mean_absolute_error: 0.0107 - 197ms/epoch - 2ms/step
## Epoch 144/150
## 101/101 - 0s - loss: 1.0132e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1868e-04 - val_mean_absolute_error: 0.0106 - 192ms/epoch - 2ms/step
## Epoch 145/150
## 101/101 - 0s - loss: 1.0293e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2929e-04 - val_mean_absolute_error: 0.0112 - 253ms/epoch - 3ms/step
## Epoch 146/150
## 101/101 - 0s - loss: 1.0803e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3426e-04 - val_mean_absolute_error: 0.0109 - 190ms/epoch - 2ms/step
## Epoch 147/150
## 101/101 - 0s - loss: 1.0917e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3035e-04 - val_mean_absolute_error: 0.0101 - 209ms/epoch - 2ms/step
## Epoch 148/150
## 101/101 - 0s - loss: 1.0859e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2696e-04 - val_mean_absolute_error: 0.0108 - 198ms/epoch - 2ms/step
## Epoch 149/150
## 101/101 - 0s - loss: 1.0944e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2025e-04 - val_mean_absolute_error: 0.0107 - 202ms/epoch - 2ms/step
## Epoch 150/150
## 101/101 - 0s - loss: 1.1405e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1031e-04 - val_mean_absolute_error: 0.0100 - 195ms/epoch - 2ms/step
## Epoch 1/200
## 101/101 - 1s - loss: 0.0014 - mean_absolute_error: 0.0247 - val_loss: 9.5439e-04 - val_mean_absolute_error: 0.0178 - 892ms/epoch - 9ms/step
## Epoch 2/200
## 101/101 - 0s - loss: 7.0636e-04 - mean_absolute_error: 0.0174 - val_loss: 7.9316e-04 - val_mean_absolute_error: 0.0161 - 189ms/epoch - 2ms/step
## Epoch 3/200
## 101/101 - 0s - loss: 5.7912e-04 - mean_absolute_error: 0.0155 - val_loss: 6.6408e-04 - val_mean_absolute_error: 0.0146 - 188ms/epoch - 2ms/step
## Epoch 4/200
## 101/101 - 0s - loss: 4.9682e-04 - mean_absolute_error: 0.0143 - val_loss: 5.9855e-04 - val_mean_absolute_error: 0.0127 - 275ms/epoch - 3ms/step
## Epoch 5/200
## 101/101 - 0s - loss: 4.6457e-04 - mean_absolute_error: 0.0138 - val_loss: 6.3307e-04 - val_mean_absolute_error: 0.0138 - 188ms/epoch - 2ms/step
## Epoch 6/200
## 101/101 - 0s - loss: 4.2982e-04 - mean_absolute_error: 0.0134 - val_loss: 6.4683e-04 - val_mean_absolute_error: 0.0141 - 198ms/epoch - 2ms/step
## Epoch 7/200
## 101/101 - 0s - loss: 3.8239e-04 - mean_absolute_error: 0.0127 - val_loss: 4.9219e-04 - val_mean_absolute_error: 0.0117 - 187ms/epoch - 2ms/step
## Epoch 8/200
## 101/101 - 0s - loss: 3.7806e-04 - mean_absolute_error: 0.0125 - val_loss: 4.5062e-04 - val_mean_absolute_error: 0.0113 - 183ms/epoch - 2ms/step
## Epoch 9/200
## 101/101 - 0s - loss: 3.6190e-04 - mean_absolute_error: 0.0123 - val_loss: 4.7135e-04 - val_mean_absolute_error: 0.0115 - 190ms/epoch - 2ms/step
## Epoch 10/200
## 101/101 - 0s - loss: 3.5463e-04 - mean_absolute_error: 0.0120 - val_loss: 6.3562e-04 - val_mean_absolute_error: 0.0128 - 194ms/epoch - 2ms/step
## Epoch 11/200
## 101/101 - 0s - loss: 3.3031e-04 - mean_absolute_error: 0.0118 - val_loss: 4.6462e-04 - val_mean_absolute_error: 0.0114 - 195ms/epoch - 2ms/step
## Epoch 12/200
## 101/101 - 0s - loss: 3.2100e-04 - mean_absolute_error: 0.0115 - val_loss: 4.6220e-04 - val_mean_absolute_error: 0.0112 - 190ms/epoch - 2ms/step
## Epoch 13/200
## 101/101 - 0s - loss: 3.0701e-04 - mean_absolute_error: 0.0114 - val_loss: 4.4173e-04 - val_mean_absolute_error: 0.0113 - 249ms/epoch - 2ms/step
## Epoch 14/200
## 101/101 - 0s - loss: 2.9283e-04 - mean_absolute_error: 0.0112 - val_loss: 5.0652e-04 - val_mean_absolute_error: 0.0120 - 186ms/epoch - 2ms/step
## Epoch 15/200
## 101/101 - 0s - loss: 2.9212e-04 - mean_absolute_error: 0.0111 - val_loss: 4.4794e-04 - val_mean_absolute_error: 0.0109 - 198ms/epoch - 2ms/step
## Epoch 16/200
## 101/101 - 0s - loss: 2.6886e-04 - mean_absolute_error: 0.0107 - val_loss: 4.2986e-04 - val_mean_absolute_error: 0.0114 - 198ms/epoch - 2ms/step
## Epoch 17/200
## 101/101 - 0s - loss: 2.6128e-04 - mean_absolute_error: 0.0106 - val_loss: 4.7874e-04 - val_mean_absolute_error: 0.0113 - 195ms/epoch - 2ms/step
## Epoch 18/200
## 101/101 - 0s - loss: 2.6191e-04 - mean_absolute_error: 0.0108 - val_loss: 4.2373e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 19/200
## 101/101 - 0s - loss: 2.4277e-04 - mean_absolute_error: 0.0103 - val_loss: 4.3390e-04 - val_mean_absolute_error: 0.0107 - 194ms/epoch - 2ms/step
## Epoch 20/200
## 101/101 - 0s - loss: 2.6008e-04 - mean_absolute_error: 0.0105 - val_loss: 4.3961e-04 - val_mean_absolute_error: 0.0110 - 182ms/epoch - 2ms/step
## Epoch 21/200
## 101/101 - 0s - loss: 2.3337e-04 - mean_absolute_error: 0.0101 - val_loss: 4.2048e-04 - val_mean_absolute_error: 0.0105 - 188ms/epoch - 2ms/step
## Epoch 22/200
## 101/101 - 0s - loss: 2.4047e-04 - mean_absolute_error: 0.0103 - val_loss: 4.5746e-04 - val_mean_absolute_error: 0.0111 - 188ms/epoch - 2ms/step
## Epoch 23/200
## 101/101 - 0s - loss: 2.3143e-04 - mean_absolute_error: 0.0101 - val_loss: 4.2683e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 24/200
## 101/101 - 0s - loss: 2.3099e-04 - mean_absolute_error: 0.0101 - val_loss: 4.2614e-04 - val_mean_absolute_error: 0.0113 - 191ms/epoch - 2ms/step
## Epoch 25/200
## 101/101 - 0s - loss: 2.2008e-04 - mean_absolute_error: 0.0100 - val_loss: 4.9448e-04 - val_mean_absolute_error: 0.0112 - 196ms/epoch - 2ms/step
## Epoch 26/200
## 101/101 - 0s - loss: 2.0936e-04 - mean_absolute_error: 0.0097 - val_loss: 4.3150e-04 - val_mean_absolute_error: 0.0107 - 251ms/epoch - 2ms/step
## Epoch 27/200
## 101/101 - 0s - loss: 2.0913e-04 - mean_absolute_error: 0.0097 - val_loss: 4.1770e-04 - val_mean_absolute_error: 0.0111 - 195ms/epoch - 2ms/step
## Epoch 28/200
## 101/101 - 0s - loss: 2.2277e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7894e-04 - val_mean_absolute_error: 0.0105 - 194ms/epoch - 2ms/step
## Epoch 29/200
## 101/101 - 0s - loss: 2.0881e-04 - mean_absolute_error: 0.0097 - val_loss: 4.2227e-04 - val_mean_absolute_error: 0.0105 - 205ms/epoch - 2ms/step
## Epoch 30/200
## 101/101 - 0s - loss: 2.2067e-04 - mean_absolute_error: 0.0099 - val_loss: 4.6366e-04 - val_mean_absolute_error: 0.0113 - 196ms/epoch - 2ms/step
## Epoch 31/200
## 101/101 - 0s - loss: 2.1398e-04 - mean_absolute_error: 0.0098 - val_loss: 5.0304e-04 - val_mean_absolute_error: 0.0114 - 196ms/epoch - 2ms/step
## Epoch 32/200
## 101/101 - 0s - loss: 2.0939e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9120e-04 - val_mean_absolute_error: 0.0110 - 195ms/epoch - 2ms/step
## Epoch 33/200
## 101/101 - 0s - loss: 1.9845e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9117e-04 - val_mean_absolute_error: 0.0107 - 193ms/epoch - 2ms/step
## Epoch 34/200
## 101/101 - 0s - loss: 1.9483e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1274e-04 - val_mean_absolute_error: 0.0106 - 205ms/epoch - 2ms/step
## Epoch 35/200
## 101/101 - 0s - loss: 1.9270e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2131e-04 - val_mean_absolute_error: 0.0104 - 203ms/epoch - 2ms/step
## Epoch 36/200
## 101/101 - 0s - loss: 1.9177e-04 - mean_absolute_error: 0.0094 - val_loss: 4.7008e-04 - val_mean_absolute_error: 0.0138 - 198ms/epoch - 2ms/step
## Epoch 37/200
## 101/101 - 0s - loss: 1.8556e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2794e-04 - val_mean_absolute_error: 0.0109 - 200ms/epoch - 2ms/step
## Epoch 38/200
## 101/101 - 0s - loss: 1.9946e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1973e-04 - val_mean_absolute_error: 0.0112 - 187ms/epoch - 2ms/step
## Epoch 39/200
## 101/101 - 0s - loss: 1.9976e-04 - mean_absolute_error: 0.0094 - val_loss: 4.1229e-04 - val_mean_absolute_error: 0.0106 - 189ms/epoch - 2ms/step
## Epoch 40/200
## 101/101 - 0s - loss: 1.9125e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0196e-04 - val_mean_absolute_error: 0.0103 - 199ms/epoch - 2ms/step
## Epoch 41/200
## 101/101 - 0s - loss: 1.8739e-04 - mean_absolute_error: 0.0091 - val_loss: 4.3345e-04 - val_mean_absolute_error: 0.0108 - 194ms/epoch - 2ms/step
## Epoch 42/200
## 101/101 - 0s - loss: 1.7966e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2061e-04 - val_mean_absolute_error: 0.0106 - 198ms/epoch - 2ms/step
## Epoch 43/200
## 101/101 - 0s - loss: 1.7599e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1063e-04 - val_mean_absolute_error: 0.0103 - 183ms/epoch - 2ms/step
## Epoch 44/200
## 101/101 - 0s - loss: 1.8002e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2325e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 45/200
## 101/101 - 0s - loss: 1.7168e-04 - mean_absolute_error: 0.0089 - val_loss: 4.6076e-04 - val_mean_absolute_error: 0.0104 - 196ms/epoch - 2ms/step
## Epoch 46/200
## 101/101 - 0s - loss: 1.8249e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0501e-04 - val_mean_absolute_error: 0.0111 - 197ms/epoch - 2ms/step
## Epoch 47/200
## 101/101 - 0s - loss: 1.8417e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2813e-04 - val_mean_absolute_error: 0.0106 - 188ms/epoch - 2ms/step
## Epoch 48/200
## 101/101 - 0s - loss: 1.7192e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2226e-04 - val_mean_absolute_error: 0.0104 - 196ms/epoch - 2ms/step
## Epoch 49/200
## 101/101 - 0s - loss: 1.7436e-04 - mean_absolute_error: 0.0089 - val_loss: 4.1269e-04 - val_mean_absolute_error: 0.0107 - 190ms/epoch - 2ms/step
## Epoch 50/200
## 101/101 - 0s - loss: 1.6078e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3575e-04 - val_mean_absolute_error: 0.0108 - 213ms/epoch - 2ms/step
## Epoch 51/200
## 101/101 - 0s - loss: 1.6493e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2441e-04 - val_mean_absolute_error: 0.0107 - 205ms/epoch - 2ms/step
## Epoch 52/200
## 101/101 - 0s - loss: 1.6037e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9898e-04 - val_mean_absolute_error: 0.0105 - 189ms/epoch - 2ms/step
## Epoch 53/200
## 101/101 - 0s - loss: 1.6266e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0217e-04 - val_mean_absolute_error: 0.0103 - 204ms/epoch - 2ms/step
## Epoch 54/200
## 101/101 - 0s - loss: 1.7339e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0961e-04 - val_mean_absolute_error: 0.0103 - 190ms/epoch - 2ms/step
## Epoch 55/200
## 101/101 - 0s - loss: 1.6589e-04 - mean_absolute_error: 0.0088 - val_loss: 4.2789e-04 - val_mean_absolute_error: 0.0107 - 196ms/epoch - 2ms/step
## Epoch 56/200
## 101/101 - 0s - loss: 1.6539e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1290e-04 - val_mean_absolute_error: 0.0109 - 199ms/epoch - 2ms/step
## Epoch 57/200
## 101/101 - 0s - loss: 1.6146e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0868e-04 - val_mean_absolute_error: 0.0105 - 183ms/epoch - 2ms/step
## Epoch 58/200
## 101/101 - 0s - loss: 1.5938e-04 - mean_absolute_error: 0.0086 - val_loss: 4.4482e-04 - val_mean_absolute_error: 0.0107 - 201ms/epoch - 2ms/step
## Epoch 59/200
## 101/101 - 0s - loss: 1.5818e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4993e-04 - val_mean_absolute_error: 0.0110 - 202ms/epoch - 2ms/step
## Epoch 60/200
## 101/101 - 0s - loss: 1.4841e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1457e-04 - val_mean_absolute_error: 0.0104 - 191ms/epoch - 2ms/step
## Epoch 61/200
## 101/101 - 0s - loss: 1.5351e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2411e-04 - val_mean_absolute_error: 0.0109 - 202ms/epoch - 2ms/step
## Epoch 62/200
## 101/101 - 0s - loss: 1.5268e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1541e-04 - val_mean_absolute_error: 0.0109 - 198ms/epoch - 2ms/step
## Epoch 63/200
## 101/101 - 0s - loss: 1.5196e-04 - mean_absolute_error: 0.0086 - val_loss: 4.3712e-04 - val_mean_absolute_error: 0.0102 - 199ms/epoch - 2ms/step
## Epoch 64/200
## 101/101 - 0s - loss: 1.5315e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3987e-04 - val_mean_absolute_error: 0.0107 - 202ms/epoch - 2ms/step
## Epoch 65/200
## 101/101 - 0s - loss: 1.5107e-04 - mean_absolute_error: 0.0084 - val_loss: 4.8137e-04 - val_mean_absolute_error: 0.0119 - 196ms/epoch - 2ms/step
## Epoch 66/200
## 101/101 - 0s - loss: 1.4446e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2269e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 67/200
## 101/101 - 0s - loss: 1.5913e-04 - mean_absolute_error: 0.0086 - val_loss: 5.1860e-04 - val_mean_absolute_error: 0.0141 - 208ms/epoch - 2ms/step
## Epoch 68/200
## 101/101 - 0s - loss: 1.4755e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1369e-04 - val_mean_absolute_error: 0.0107 - 199ms/epoch - 2ms/step
## Epoch 69/200
## 101/101 - 0s - loss: 1.5495e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2644e-04 - val_mean_absolute_error: 0.0104 - 198ms/epoch - 2ms/step
## Epoch 70/200
## 101/101 - 0s - loss: 1.5066e-04 - mean_absolute_error: 0.0084 - val_loss: 4.3954e-04 - val_mean_absolute_error: 0.0109 - 196ms/epoch - 2ms/step
## Epoch 71/200
## 101/101 - 0s - loss: 1.5030e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1994e-04 - val_mean_absolute_error: 0.0115 - 195ms/epoch - 2ms/step
## Epoch 72/200
## 101/101 - 0s - loss: 1.4407e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3555e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 73/200
## 101/101 - 0s - loss: 1.4384e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2272e-04 - val_mean_absolute_error: 0.0109 - 196ms/epoch - 2ms/step
## Epoch 74/200
## 101/101 - 0s - loss: 1.4400e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2005e-04 - val_mean_absolute_error: 0.0119 - 199ms/epoch - 2ms/step
## Epoch 75/200
## 101/101 - 0s - loss: 1.5047e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1240e-04 - val_mean_absolute_error: 0.0117 - 190ms/epoch - 2ms/step
## Epoch 76/200
## 101/101 - 0s - loss: 1.4343e-04 - mean_absolute_error: 0.0082 - val_loss: 4.4096e-04 - val_mean_absolute_error: 0.0119 - 193ms/epoch - 2ms/step
## Epoch 77/200
## 101/101 - 0s - loss: 1.3985e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4721e-04 - val_mean_absolute_error: 0.0117 - 189ms/epoch - 2ms/step
## Epoch 78/200
## 101/101 - 0s - loss: 1.3598e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1117e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 79/200
## 101/101 - 0s - loss: 1.3820e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2870e-04 - val_mean_absolute_error: 0.0107 - 198ms/epoch - 2ms/step
## Epoch 80/200
## 101/101 - 0s - loss: 1.3841e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3216e-04 - val_mean_absolute_error: 0.0118 - 185ms/epoch - 2ms/step
## Epoch 81/200
## 101/101 - 0s - loss: 1.3567e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1906e-04 - val_mean_absolute_error: 0.0110 - 190ms/epoch - 2ms/step
## Epoch 82/200
## 101/101 - 0s - loss: 1.3852e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3606e-04 - val_mean_absolute_error: 0.0118 - 201ms/epoch - 2ms/step
## Epoch 83/200
## 101/101 - 0s - loss: 1.3667e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9548e-04 - val_mean_absolute_error: 0.0103 - 203ms/epoch - 2ms/step
## Epoch 84/200
## 101/101 - 0s - loss: 1.3152e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9930e-04 - val_mean_absolute_error: 0.0108 - 207ms/epoch - 2ms/step
## Epoch 85/200
## 101/101 - 0s - loss: 1.2921e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2134e-04 - val_mean_absolute_error: 0.0113 - 193ms/epoch - 2ms/step
## Epoch 86/200
## 101/101 - 0s - loss: 1.2963e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5102e-04 - val_mean_absolute_error: 0.0121 - 202ms/epoch - 2ms/step
## Epoch 87/200
## 101/101 - 0s - loss: 1.4121e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2679e-04 - val_mean_absolute_error: 0.0114 - 196ms/epoch - 2ms/step
## Epoch 88/200
## 101/101 - 0s - loss: 1.4247e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1542e-04 - val_mean_absolute_error: 0.0110 - 197ms/epoch - 2ms/step
## Epoch 89/200
## 101/101 - 0s - loss: 1.3604e-04 - mean_absolute_error: 0.0081 - val_loss: 4.6652e-04 - val_mean_absolute_error: 0.0114 - 200ms/epoch - 2ms/step
## Epoch 90/200
## 101/101 - 0s - loss: 1.2971e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2573e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 91/200
## 101/101 - 0s - loss: 1.3593e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3944e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 92/200
## 101/101 - 0s - loss: 1.3044e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4148e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 93/200
## 101/101 - 0s - loss: 1.3363e-04 - mean_absolute_error: 0.0079 - val_loss: 4.9487e-04 - val_mean_absolute_error: 0.0121 - 192ms/epoch - 2ms/step
## Epoch 94/200
## 101/101 - 0s - loss: 1.2865e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2020e-04 - val_mean_absolute_error: 0.0113 - 183ms/epoch - 2ms/step
## Epoch 95/200
## 101/101 - 0s - loss: 1.3359e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9103e-04 - val_mean_absolute_error: 0.0104 - 194ms/epoch - 2ms/step
## Epoch 96/200
## 101/101 - 0s - loss: 1.3123e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2367e-04 - val_mean_absolute_error: 0.0103 - 184ms/epoch - 2ms/step
## Epoch 97/200
## 101/101 - 0s - loss: 1.3085e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4253e-04 - val_mean_absolute_error: 0.0120 - 186ms/epoch - 2ms/step
## Epoch 98/200
## 101/101 - 0s - loss: 1.3121e-04 - mean_absolute_error: 0.0079 - val_loss: 4.6840e-04 - val_mean_absolute_error: 0.0118 - 201ms/epoch - 2ms/step
## Epoch 99/200
## 101/101 - 0s - loss: 1.3570e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5903e-04 - val_mean_absolute_error: 0.0117 - 195ms/epoch - 2ms/step
## Epoch 100/200
## 101/101 - 0s - loss: 1.2341e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3268e-04 - val_mean_absolute_error: 0.0106 - 202ms/epoch - 2ms/step
## Epoch 101/200
## 101/101 - 0s - loss: 1.2213e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4156e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 102/200
## 101/101 - 0s - loss: 1.2510e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1807e-04 - val_mean_absolute_error: 0.0116 - 208ms/epoch - 2ms/step
## Epoch 103/200
## 101/101 - 0s - loss: 1.2247e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4866e-04 - val_mean_absolute_error: 0.0121 - 204ms/epoch - 2ms/step
## Epoch 104/200
## 101/101 - 0s - loss: 1.2067e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2803e-04 - val_mean_absolute_error: 0.0102 - 195ms/epoch - 2ms/step
## Epoch 105/200
## 101/101 - 0s - loss: 1.2799e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2068e-04 - val_mean_absolute_error: 0.0108 - 189ms/epoch - 2ms/step
## Epoch 106/200
## 101/101 - 0s - loss: 1.2440e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2562e-04 - val_mean_absolute_error: 0.0106 - 197ms/epoch - 2ms/step
## Epoch 107/200
## 101/101 - 0s - loss: 1.3560e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3924e-04 - val_mean_absolute_error: 0.0114 - 196ms/epoch - 2ms/step
## Epoch 108/200
## 101/101 - 0s - loss: 1.2501e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9298e-04 - val_mean_absolute_error: 0.0108 - 199ms/epoch - 2ms/step
## Epoch 109/200
## 101/101 - 0s - loss: 1.2176e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0967e-04 - val_mean_absolute_error: 0.0109 - 196ms/epoch - 2ms/step
## Epoch 110/200
## 101/101 - 0s - loss: 1.2442e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4303e-04 - val_mean_absolute_error: 0.0122 - 196ms/epoch - 2ms/step
## Epoch 111/200
## 101/101 - 0s - loss: 1.1683e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0693e-04 - val_mean_absolute_error: 0.0106 - 207ms/epoch - 2ms/step
## Epoch 112/200
## 101/101 - 0s - loss: 1.1684e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1584e-04 - val_mean_absolute_error: 0.0106 - 209ms/epoch - 2ms/step
## Epoch 113/200
## 101/101 - 0s - loss: 1.2781e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1090e-04 - val_mean_absolute_error: 0.0104 - 190ms/epoch - 2ms/step
## Epoch 114/200
## 101/101 - 0s - loss: 1.2452e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4743e-04 - val_mean_absolute_error: 0.0110 - 203ms/epoch - 2ms/step
## Epoch 115/200
## 101/101 - 0s - loss: 1.1896e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4534e-04 - val_mean_absolute_error: 0.0114 - 195ms/epoch - 2ms/step
## Epoch 116/200
## 101/101 - 0s - loss: 1.2046e-04 - mean_absolute_error: 0.0076 - val_loss: 4.7688e-04 - val_mean_absolute_error: 0.0110 - 197ms/epoch - 2ms/step
## Epoch 117/200
## 101/101 - 0s - loss: 1.1934e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6456e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 118/200
## 101/101 - 0s - loss: 1.2121e-04 - mean_absolute_error: 0.0076 - val_loss: 4.8080e-04 - val_mean_absolute_error: 0.0115 - 191ms/epoch - 2ms/step
## Epoch 119/200
## 101/101 - 0s - loss: 1.1913e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2915e-04 - val_mean_absolute_error: 0.0111 - 195ms/epoch - 2ms/step
## Epoch 120/200
## 101/101 - 0s - loss: 1.1841e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3941e-04 - val_mean_absolute_error: 0.0111 - 196ms/epoch - 2ms/step
## Epoch 121/200
## 101/101 - 0s - loss: 1.1114e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5843e-04 - val_mean_absolute_error: 0.0121 - 195ms/epoch - 2ms/step
## Epoch 122/200
## 101/101 - 0s - loss: 1.2010e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4761e-04 - val_mean_absolute_error: 0.0114 - 188ms/epoch - 2ms/step
## Epoch 123/200
## 101/101 - 0s - loss: 1.1658e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3975e-04 - val_mean_absolute_error: 0.0103 - 199ms/epoch - 2ms/step
## Epoch 124/200
## 101/101 - 0s - loss: 1.2088e-04 - mean_absolute_error: 0.0076 - val_loss: 4.5002e-04 - val_mean_absolute_error: 0.0113 - 195ms/epoch - 2ms/step
## Epoch 125/200
## 101/101 - 0s - loss: 1.1377e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3315e-04 - val_mean_absolute_error: 0.0107 - 201ms/epoch - 2ms/step
## Epoch 126/200
## 101/101 - 0s - loss: 1.0900e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3469e-04 - val_mean_absolute_error: 0.0109 - 199ms/epoch - 2ms/step
## Epoch 127/200
## 101/101 - 0s - loss: 1.0982e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1348e-04 - val_mean_absolute_error: 0.0101 - 189ms/epoch - 2ms/step
## Epoch 128/200
## 101/101 - 0s - loss: 1.1302e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4693e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 129/200
## 101/101 - 0s - loss: 1.1014e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5665e-04 - val_mean_absolute_error: 0.0116 - 196ms/epoch - 2ms/step
## Epoch 130/200
## 101/101 - 0s - loss: 1.0332e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4730e-04 - val_mean_absolute_error: 0.0110 - 198ms/epoch - 2ms/step
## Epoch 131/200
## 101/101 - 0s - loss: 1.1148e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5128e-04 - val_mean_absolute_error: 0.0116 - 192ms/epoch - 2ms/step
## Epoch 132/200
## 101/101 - 0s - loss: 1.0669e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4740e-04 - val_mean_absolute_error: 0.0112 - 197ms/epoch - 2ms/step
## Epoch 133/200
## 101/101 - 0s - loss: 1.2114e-04 - mean_absolute_error: 0.0077 - val_loss: 4.6178e-04 - val_mean_absolute_error: 0.0123 - 199ms/epoch - 2ms/step
## Epoch 134/200
## 101/101 - 0s - loss: 1.1341e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4544e-04 - val_mean_absolute_error: 0.0111 - 196ms/epoch - 2ms/step
## Epoch 135/200
## 101/101 - 0s - loss: 1.1094e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4486e-04 - val_mean_absolute_error: 0.0103 - 205ms/epoch - 2ms/step
## Epoch 136/200
## 101/101 - 0s - loss: 1.1195e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4450e-04 - val_mean_absolute_error: 0.0111 - 206ms/epoch - 2ms/step
## Epoch 137/200
## 101/101 - 0s - loss: 1.0457e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3938e-04 - val_mean_absolute_error: 0.0111 - 198ms/epoch - 2ms/step
## Epoch 138/200
## 101/101 - 0s - loss: 1.0796e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4948e-04 - val_mean_absolute_error: 0.0113 - 190ms/epoch - 2ms/step
## Epoch 139/200
## 101/101 - 0s - loss: 1.0993e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4527e-04 - val_mean_absolute_error: 0.0114 - 194ms/epoch - 2ms/step
## Epoch 140/200
## 101/101 - 0s - loss: 1.0662e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5112e-04 - val_mean_absolute_error: 0.0108 - 186ms/epoch - 2ms/step
## Epoch 141/200
## 101/101 - 0s - loss: 1.0987e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6296e-04 - val_mean_absolute_error: 0.0112 - 188ms/epoch - 2ms/step
## Epoch 142/200
## 101/101 - 0s - loss: 1.0977e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3926e-04 - val_mean_absolute_error: 0.0105 - 208ms/epoch - 2ms/step
## Epoch 143/200
## 101/101 - 0s - loss: 1.1180e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4390e-04 - val_mean_absolute_error: 0.0106 - 192ms/epoch - 2ms/step
## Epoch 144/200
## 101/101 - 0s - loss: 1.0533e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3615e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 145/200
## 101/101 - 0s - loss: 1.0655e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5462e-04 - val_mean_absolute_error: 0.0104 - 197ms/epoch - 2ms/step
## Epoch 146/200
## 101/101 - 0s - loss: 1.0701e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3913e-04 - val_mean_absolute_error: 0.0110 - 187ms/epoch - 2ms/step
## Epoch 147/200
## 101/101 - 0s - loss: 1.1100e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4754e-04 - val_mean_absolute_error: 0.0111 - 194ms/epoch - 2ms/step
## Epoch 148/200
## 101/101 - 0s - loss: 1.0671e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6261e-04 - val_mean_absolute_error: 0.0114 - 192ms/epoch - 2ms/step
## Epoch 149/200
## 101/101 - 0s - loss: 1.0999e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5859e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 150/200
## 101/101 - 0s - loss: 1.0330e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5008e-04 - val_mean_absolute_error: 0.0114 - 200ms/epoch - 2ms/step
## Epoch 151/200
## 101/101 - 0s - loss: 1.0209e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4701e-04 - val_mean_absolute_error: 0.0120 - 186ms/epoch - 2ms/step
## Epoch 152/200
## 101/101 - 0s - loss: 1.1066e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2981e-04 - val_mean_absolute_error: 0.0112 - 202ms/epoch - 2ms/step
## Epoch 153/200
## 101/101 - 0s - loss: 1.0390e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3020e-04 - val_mean_absolute_error: 0.0114 - 194ms/epoch - 2ms/step
## Epoch 154/200
## 101/101 - 0s - loss: 1.0517e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4290e-04 - val_mean_absolute_error: 0.0113 - 199ms/epoch - 2ms/step
## Epoch 155/200
## 101/101 - 0s - loss: 9.9857e-05 - mean_absolute_error: 0.0072 - val_loss: 4.5973e-04 - val_mean_absolute_error: 0.0125 - 205ms/epoch - 2ms/step
## Epoch 156/200
## 101/101 - 0s - loss: 9.9630e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5173e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 157/200
## 101/101 - 0s - loss: 1.0934e-04 - mean_absolute_error: 0.0073 - val_loss: 4.7075e-04 - val_mean_absolute_error: 0.0119 - 201ms/epoch - 2ms/step
## Epoch 158/200
## 101/101 - 0s - loss: 1.0668e-04 - mean_absolute_error: 0.0073 - val_loss: 4.5165e-04 - val_mean_absolute_error: 0.0115 - 200ms/epoch - 2ms/step
## Epoch 159/200
## 101/101 - 0s - loss: 1.0839e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3774e-04 - val_mean_absolute_error: 0.0104 - 218ms/epoch - 2ms/step
## Epoch 160/200
## 101/101 - 0s - loss: 1.0870e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4388e-04 - val_mean_absolute_error: 0.0111 - 203ms/epoch - 2ms/step
## Epoch 161/200
## 101/101 - 0s - loss: 1.0290e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2921e-04 - val_mean_absolute_error: 0.0111 - 190ms/epoch - 2ms/step
## Epoch 162/200
## 101/101 - 0s - loss: 1.0139e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5303e-04 - val_mean_absolute_error: 0.0115 - 192ms/epoch - 2ms/step
## Epoch 163/200
## 101/101 - 0s - loss: 9.8026e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5065e-04 - val_mean_absolute_error: 0.0122 - 215ms/epoch - 2ms/step
## Epoch 164/200
## 101/101 - 0s - loss: 9.8346e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3292e-04 - val_mean_absolute_error: 0.0106 - 198ms/epoch - 2ms/step
## Epoch 165/200
## 101/101 - 0s - loss: 9.6964e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6279e-04 - val_mean_absolute_error: 0.0113 - 190ms/epoch - 2ms/step
## Epoch 166/200
## 101/101 - 0s - loss: 9.5688e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4446e-04 - val_mean_absolute_error: 0.0116 - 194ms/epoch - 2ms/step
## Epoch 167/200
## 101/101 - 0s - loss: 1.0311e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2473e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 168/200
## 101/101 - 0s - loss: 1.0247e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6619e-04 - val_mean_absolute_error: 0.0118 - 207ms/epoch - 2ms/step
## Epoch 169/200
## 101/101 - 0s - loss: 1.0199e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5316e-04 - val_mean_absolute_error: 0.0116 - 187ms/epoch - 2ms/step
## Epoch 170/200
## 101/101 - 0s - loss: 1.0310e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4713e-04 - val_mean_absolute_error: 0.0119 - 186ms/epoch - 2ms/step
## Epoch 171/200
## 101/101 - 0s - loss: 1.0535e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4807e-04 - val_mean_absolute_error: 0.0108 - 190ms/epoch - 2ms/step
## Epoch 172/200
## 101/101 - 0s - loss: 1.0062e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5743e-04 - val_mean_absolute_error: 0.0116 - 193ms/epoch - 2ms/step
## Epoch 173/200
## 101/101 - 0s - loss: 1.0280e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3893e-04 - val_mean_absolute_error: 0.0111 - 197ms/epoch - 2ms/step
## Epoch 174/200
## 101/101 - 0s - loss: 9.9627e-05 - mean_absolute_error: 0.0071 - val_loss: 4.2724e-04 - val_mean_absolute_error: 0.0108 - 197ms/epoch - 2ms/step
## Epoch 175/200
## 101/101 - 0s - loss: 9.7491e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7720e-04 - val_mean_absolute_error: 0.0121 - 199ms/epoch - 2ms/step
## Epoch 176/200
## 101/101 - 0s - loss: 1.0139e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2275e-04 - val_mean_absolute_error: 0.0108 - 193ms/epoch - 2ms/step
## Epoch 177/200
## 101/101 - 0s - loss: 9.6300e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3710e-04 - val_mean_absolute_error: 0.0112 - 200ms/epoch - 2ms/step
## Epoch 178/200
## 101/101 - 0s - loss: 9.6309e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1997e-04 - val_mean_absolute_error: 0.0104 - 197ms/epoch - 2ms/step
## Epoch 179/200
## 101/101 - 0s - loss: 9.9548e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5655e-04 - val_mean_absolute_error: 0.0124 - 201ms/epoch - 2ms/step
## Epoch 180/200
## 101/101 - 0s - loss: 9.9632e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6049e-04 - val_mean_absolute_error: 0.0115 - 196ms/epoch - 2ms/step
## Epoch 181/200
## 101/101 - 0s - loss: 1.0016e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4226e-04 - val_mean_absolute_error: 0.0125 - 189ms/epoch - 2ms/step
## Epoch 182/200
## 101/101 - 0s - loss: 9.8331e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6080e-04 - val_mean_absolute_error: 0.0121 - 215ms/epoch - 2ms/step
## Epoch 183/200
## 101/101 - 0s - loss: 1.0192e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3284e-04 - val_mean_absolute_error: 0.0107 - 197ms/epoch - 2ms/step
## Epoch 184/200
## 101/101 - 0s - loss: 1.0198e-04 - mean_absolute_error: 0.0071 - val_loss: 4.5648e-04 - val_mean_absolute_error: 0.0116 - 197ms/epoch - 2ms/step
## Epoch 185/200
## 101/101 - 0s - loss: 9.6934e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5454e-04 - val_mean_absolute_error: 0.0110 - 197ms/epoch - 2ms/step
## Epoch 186/200
## 101/101 - 0s - loss: 9.8389e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5144e-04 - val_mean_absolute_error: 0.0115 - 207ms/epoch - 2ms/step
## Epoch 187/200
## 101/101 - 0s - loss: 9.5476e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4276e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 188/200
## 101/101 - 0s - loss: 9.8894e-05 - mean_absolute_error: 0.0070 - val_loss: 4.7157e-04 - val_mean_absolute_error: 0.0122 - 204ms/epoch - 2ms/step
## Epoch 189/200
## 101/101 - 0s - loss: 1.0376e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2486e-04 - val_mean_absolute_error: 0.0109 - 202ms/epoch - 2ms/step
## Epoch 190/200
## 101/101 - 0s - loss: 9.5777e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5178e-04 - val_mean_absolute_error: 0.0118 - 196ms/epoch - 2ms/step
## Epoch 191/200
## 101/101 - 0s - loss: 9.5910e-05 - mean_absolute_error: 0.0070 - val_loss: 4.5461e-04 - val_mean_absolute_error: 0.0116 - 194ms/epoch - 2ms/step
## Epoch 192/200
## 101/101 - 0s - loss: 1.0211e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4329e-04 - val_mean_absolute_error: 0.0108 - 190ms/epoch - 2ms/step
## Epoch 193/200
## 101/101 - 0s - loss: 9.6898e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4575e-04 - val_mean_absolute_error: 0.0104 - 188ms/epoch - 2ms/step
## Epoch 194/200
## 101/101 - 0s - loss: 9.7421e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6608e-04 - val_mean_absolute_error: 0.0130 - 199ms/epoch - 2ms/step
## Epoch 195/200
## 101/101 - 0s - loss: 9.8111e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3368e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 196/200
## 101/101 - 0s - loss: 9.8941e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3961e-04 - val_mean_absolute_error: 0.0108 - 199ms/epoch - 2ms/step
## Epoch 197/200
## 101/101 - 0s - loss: 9.2871e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3795e-04 - val_mean_absolute_error: 0.0113 - 201ms/epoch - 2ms/step
## Epoch 198/200
## 101/101 - 0s - loss: 9.6850e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4810e-04 - val_mean_absolute_error: 0.0108 - 196ms/epoch - 2ms/step
## Epoch 199/200
## 101/101 - 0s - loss: 1.0059e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4675e-04 - val_mean_absolute_error: 0.0119 - 196ms/epoch - 2ms/step
## Epoch 200/200
## 101/101 - 0s - loss: 9.1144e-05 - mean_absolute_error: 0.0069 - val_loss: 4.6148e-04 - val_mean_absolute_error: 0.0123 - 194ms/epoch - 2ms/step
## Epoch 1/250
## 101/101 - 1s - loss: 0.0015 - mean_absolute_error: 0.0241 - val_loss: 7.2490e-04 - val_mean_absolute_error: 0.0141 - 900ms/epoch - 9ms/step
## Epoch 2/250
## 101/101 - 0s - loss: 6.2610e-04 - mean_absolute_error: 0.0159 - val_loss: 6.1215e-04 - val_mean_absolute_error: 0.0140 - 187ms/epoch - 2ms/step
## Epoch 3/250
## 101/101 - 0s - loss: 5.0100e-04 - mean_absolute_error: 0.0142 - val_loss: 5.7935e-04 - val_mean_absolute_error: 0.0133 - 188ms/epoch - 2ms/step
## Epoch 4/250
## 101/101 - 0s - loss: 4.5529e-04 - mean_absolute_error: 0.0136 - val_loss: 6.0494e-04 - val_mean_absolute_error: 0.0144 - 188ms/epoch - 2ms/step
## Epoch 5/250
## 101/101 - 0s - loss: 4.1483e-04 - mean_absolute_error: 0.0128 - val_loss: 5.4450e-04 - val_mean_absolute_error: 0.0130 - 199ms/epoch - 2ms/step
## Epoch 6/250
## 101/101 - 0s - loss: 3.8256e-04 - mean_absolute_error: 0.0125 - val_loss: 4.5313e-04 - val_mean_absolute_error: 0.0119 - 243ms/epoch - 2ms/step
## Epoch 7/250
## 101/101 - 0s - loss: 3.8356e-04 - mean_absolute_error: 0.0123 - val_loss: 4.6539e-04 - val_mean_absolute_error: 0.0120 - 185ms/epoch - 2ms/step
## Epoch 8/250
## 101/101 - 0s - loss: 3.4226e-04 - mean_absolute_error: 0.0118 - val_loss: 4.4817e-04 - val_mean_absolute_error: 0.0113 - 184ms/epoch - 2ms/step
## Epoch 9/250
## 101/101 - 0s - loss: 3.2671e-04 - mean_absolute_error: 0.0116 - val_loss: 3.7921e-04 - val_mean_absolute_error: 0.0107 - 187ms/epoch - 2ms/step
## Epoch 10/250
## 101/101 - 0s - loss: 2.9728e-04 - mean_absolute_error: 0.0113 - val_loss: 4.9912e-04 - val_mean_absolute_error: 0.0117 - 195ms/epoch - 2ms/step
## Epoch 11/250
## 101/101 - 0s - loss: 2.8809e-04 - mean_absolute_error: 0.0110 - val_loss: 3.8891e-04 - val_mean_absolute_error: 0.0107 - 198ms/epoch - 2ms/step
## Epoch 12/250
## 101/101 - 0s - loss: 2.9179e-04 - mean_absolute_error: 0.0112 - val_loss: 3.8480e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 13/250
## 101/101 - 0s - loss: 2.9103e-04 - mean_absolute_error: 0.0108 - val_loss: 4.3712e-04 - val_mean_absolute_error: 0.0111 - 197ms/epoch - 2ms/step
## Epoch 14/250
## 101/101 - 0s - loss: 2.7348e-04 - mean_absolute_error: 0.0107 - val_loss: 4.3520e-04 - val_mean_absolute_error: 0.0108 - 241ms/epoch - 2ms/step
## Epoch 15/250
## 101/101 - 0s - loss: 2.7561e-04 - mean_absolute_error: 0.0108 - val_loss: 4.6498e-04 - val_mean_absolute_error: 0.0128 - 190ms/epoch - 2ms/step
## Epoch 16/250
## 101/101 - 0s - loss: 2.5511e-04 - mean_absolute_error: 0.0106 - val_loss: 4.0379e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 17/250
## 101/101 - 0s - loss: 2.4894e-04 - mean_absolute_error: 0.0103 - val_loss: 4.2037e-04 - val_mean_absolute_error: 0.0107 - 195ms/epoch - 2ms/step
## Epoch 18/250
## 101/101 - 0s - loss: 2.3840e-04 - mean_absolute_error: 0.0102 - val_loss: 3.9624e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 19/250
## 101/101 - 0s - loss: 2.3309e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0410e-04 - val_mean_absolute_error: 0.0107 - 209ms/epoch - 2ms/step
## Epoch 20/250
## 101/101 - 0s - loss: 2.3349e-04 - mean_absolute_error: 0.0100 - val_loss: 4.1010e-04 - val_mean_absolute_error: 0.0110 - 207ms/epoch - 2ms/step
## Epoch 21/250
## 101/101 - 0s - loss: 2.3704e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8991e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 22/250
## 101/101 - 0s - loss: 2.1887e-04 - mean_absolute_error: 0.0099 - val_loss: 4.1157e-04 - val_mean_absolute_error: 0.0106 - 193ms/epoch - 2ms/step
## Epoch 23/250
## 101/101 - 0s - loss: 2.2798e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7968e-04 - val_mean_absolute_error: 0.0102 - 203ms/epoch - 2ms/step
## Epoch 24/250
## 101/101 - 0s - loss: 2.1257e-04 - mean_absolute_error: 0.0097 - val_loss: 3.6739e-04 - val_mean_absolute_error: 0.0102 - 216ms/epoch - 2ms/step
## Epoch 25/250
## 101/101 - 0s - loss: 2.0001e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8577e-04 - val_mean_absolute_error: 0.0110 - 194ms/epoch - 2ms/step
## Epoch 26/250
## 101/101 - 0s - loss: 2.1270e-04 - mean_absolute_error: 0.0097 - val_loss: 3.8020e-04 - val_mean_absolute_error: 0.0108 - 197ms/epoch - 2ms/step
## Epoch 27/250
## 101/101 - 0s - loss: 2.1278e-04 - mean_absolute_error: 0.0098 - val_loss: 3.6026e-04 - val_mean_absolute_error: 0.0101 - 200ms/epoch - 2ms/step
## Epoch 28/250
## 101/101 - 0s - loss: 2.0403e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7065e-04 - val_mean_absolute_error: 0.0102 - 207ms/epoch - 2ms/step
## Epoch 29/250
## 101/101 - 0s - loss: 2.2055e-04 - mean_absolute_error: 0.0098 - val_loss: 4.0887e-04 - val_mean_absolute_error: 0.0105 - 210ms/epoch - 2ms/step
## Epoch 30/250
## 101/101 - 0s - loss: 1.9473e-04 - mean_absolute_error: 0.0095 - val_loss: 4.3680e-04 - val_mean_absolute_error: 0.0105 - 212ms/epoch - 2ms/step
## Epoch 31/250
## 101/101 - 0s - loss: 1.9110e-04 - mean_absolute_error: 0.0093 - val_loss: 4.1554e-04 - val_mean_absolute_error: 0.0103 - 199ms/epoch - 2ms/step
## Epoch 32/250
## 101/101 - 0s - loss: 1.9176e-04 - mean_absolute_error: 0.0094 - val_loss: 3.6746e-04 - val_mean_absolute_error: 0.0105 - 201ms/epoch - 2ms/step
## Epoch 33/250
## 101/101 - 0s - loss: 1.8577e-04 - mean_absolute_error: 0.0091 - val_loss: 3.9001e-04 - val_mean_absolute_error: 0.0105 - 189ms/epoch - 2ms/step
## Epoch 34/250
## 101/101 - 0s - loss: 1.9239e-04 - mean_absolute_error: 0.0093 - val_loss: 3.6610e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 35/250
## 101/101 - 0s - loss: 1.9174e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8032e-04 - val_mean_absolute_error: 0.0102 - 194ms/epoch - 2ms/step
## Epoch 36/250
## 101/101 - 0s - loss: 1.6865e-04 - mean_absolute_error: 0.0089 - val_loss: 4.3251e-04 - val_mean_absolute_error: 0.0105 - 199ms/epoch - 2ms/step
## Epoch 37/250
## 101/101 - 0s - loss: 1.9004e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8024e-04 - val_mean_absolute_error: 0.0102 - 204ms/epoch - 2ms/step
## Epoch 38/250
## 101/101 - 0s - loss: 1.7788e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7590e-04 - val_mean_absolute_error: 0.0105 - 197ms/epoch - 2ms/step
## Epoch 39/250
## 101/101 - 0s - loss: 1.8406e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8343e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 40/250
## 101/101 - 0s - loss: 1.8137e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8235e-04 - val_mean_absolute_error: 0.0103 - 194ms/epoch - 2ms/step
## Epoch 41/250
## 101/101 - 0s - loss: 1.7818e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8015e-04 - val_mean_absolute_error: 0.0103 - 203ms/epoch - 2ms/step
## Epoch 42/250
## 101/101 - 0s - loss: 1.6581e-04 - mean_absolute_error: 0.0088 - val_loss: 4.0645e-04 - val_mean_absolute_error: 0.0104 - 201ms/epoch - 2ms/step
## Epoch 43/250
## 101/101 - 0s - loss: 1.6610e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6818e-04 - val_mean_absolute_error: 0.0102 - 358ms/epoch - 4ms/step
## Epoch 44/250
## 101/101 - 0s - loss: 1.5714e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7155e-04 - val_mean_absolute_error: 0.0101 - 201ms/epoch - 2ms/step
## Epoch 45/250
## 101/101 - 0s - loss: 1.6242e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8718e-04 - val_mean_absolute_error: 0.0107 - 191ms/epoch - 2ms/step
## Epoch 46/250
## 101/101 - 0s - loss: 1.6150e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7485e-04 - val_mean_absolute_error: 0.0108 - 210ms/epoch - 2ms/step
## Epoch 47/250
## 101/101 - 0s - loss: 1.6023e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8036e-04 - val_mean_absolute_error: 0.0109 - 188ms/epoch - 2ms/step
## Epoch 48/250
## 101/101 - 0s - loss: 1.6123e-04 - mean_absolute_error: 0.0087 - val_loss: 4.0960e-04 - val_mean_absolute_error: 0.0105 - 193ms/epoch - 2ms/step
## Epoch 49/250
## 101/101 - 0s - loss: 1.6044e-04 - mean_absolute_error: 0.0086 - val_loss: 4.1168e-04 - val_mean_absolute_error: 0.0104 - 185ms/epoch - 2ms/step
## Epoch 50/250
## 101/101 - 0s - loss: 1.6466e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9330e-04 - val_mean_absolute_error: 0.0102 - 195ms/epoch - 2ms/step
## Epoch 51/250
## 101/101 - 0s - loss: 1.6462e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8254e-04 - val_mean_absolute_error: 0.0103 - 204ms/epoch - 2ms/step
## Epoch 52/250
## 101/101 - 0s - loss: 1.5361e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9083e-04 - val_mean_absolute_error: 0.0101 - 207ms/epoch - 2ms/step
## Epoch 53/250
## 101/101 - 0s - loss: 1.5815e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8845e-04 - val_mean_absolute_error: 0.0102 - 191ms/epoch - 2ms/step
## Epoch 54/250
## 101/101 - 0s - loss: 1.4865e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7751e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 55/250
## 101/101 - 0s - loss: 1.5542e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8063e-04 - val_mean_absolute_error: 0.0103 - 200ms/epoch - 2ms/step
## Epoch 56/250
## 101/101 - 0s - loss: 1.5357e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6694e-04 - val_mean_absolute_error: 0.0100 - 195ms/epoch - 2ms/step
## Epoch 57/250
## 101/101 - 0s - loss: 1.6000e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9178e-04 - val_mean_absolute_error: 0.0102 - 194ms/epoch - 2ms/step
## Epoch 58/250
## 101/101 - 0s - loss: 1.5654e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7706e-04 - val_mean_absolute_error: 0.0107 - 206ms/epoch - 2ms/step
## Epoch 59/250
## 101/101 - 0s - loss: 1.5924e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8408e-04 - val_mean_absolute_error: 0.0105 - 203ms/epoch - 2ms/step
## Epoch 60/250
## 101/101 - 0s - loss: 1.5186e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7953e-04 - val_mean_absolute_error: 0.0101 - 198ms/epoch - 2ms/step
## Epoch 61/250
## 101/101 - 0s - loss: 1.5763e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7340e-04 - val_mean_absolute_error: 0.0101 - 201ms/epoch - 2ms/step
## Epoch 62/250
## 101/101 - 0s - loss: 1.5040e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1616e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 63/250
## 101/101 - 0s - loss: 1.5372e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1256e-04 - val_mean_absolute_error: 0.0110 - 193ms/epoch - 2ms/step
## Epoch 64/250
## 101/101 - 0s - loss: 1.5011e-04 - mean_absolute_error: 0.0084 - val_loss: 3.6194e-04 - val_mean_absolute_error: 0.0102 - 204ms/epoch - 2ms/step
## Epoch 65/250
## 101/101 - 0s - loss: 1.4526e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8750e-04 - val_mean_absolute_error: 0.0100 - 206ms/epoch - 2ms/step
## Epoch 66/250
## 101/101 - 0s - loss: 1.3985e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7871e-04 - val_mean_absolute_error: 0.0104 - 208ms/epoch - 2ms/step
## Epoch 67/250
## 101/101 - 0s - loss: 1.4063e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2339e-04 - val_mean_absolute_error: 0.0119 - 206ms/epoch - 2ms/step
## Epoch 68/250
## 101/101 - 0s - loss: 1.3618e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8011e-04 - val_mean_absolute_error: 0.0102 - 201ms/epoch - 2ms/step
## Epoch 69/250
## 101/101 - 0s - loss: 1.4165e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0423e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 70/250
## 101/101 - 0s - loss: 1.4106e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9037e-04 - val_mean_absolute_error: 0.0104 - 193ms/epoch - 2ms/step
## Epoch 71/250
## 101/101 - 0s - loss: 1.4110e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1136e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 72/250
## 101/101 - 0s - loss: 1.3624e-04 - mean_absolute_error: 0.0082 - val_loss: 4.3772e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 73/250
## 101/101 - 0s - loss: 1.3948e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9821e-04 - val_mean_absolute_error: 0.0104 - 203ms/epoch - 2ms/step
## Epoch 74/250
## 101/101 - 0s - loss: 1.4997e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9299e-04 - val_mean_absolute_error: 0.0103 - 198ms/epoch - 2ms/step
## Epoch 75/250
## 101/101 - 0s - loss: 1.4449e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0631e-04 - val_mean_absolute_error: 0.0108 - 202ms/epoch - 2ms/step
## Epoch 76/250
## 101/101 - 0s - loss: 1.3690e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0457e-04 - val_mean_absolute_error: 0.0102 - 192ms/epoch - 2ms/step
## Epoch 77/250
## 101/101 - 0s - loss: 1.3315e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8101e-04 - val_mean_absolute_error: 0.0105 - 193ms/epoch - 2ms/step
## Epoch 78/250
## 101/101 - 0s - loss: 1.3451e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8040e-04 - val_mean_absolute_error: 0.0101 - 190ms/epoch - 2ms/step
## Epoch 79/250
## 101/101 - 0s - loss: 1.4397e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7516e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 80/250
## 101/101 - 0s - loss: 1.3940e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6985e-04 - val_mean_absolute_error: 0.0108 - 196ms/epoch - 2ms/step
## Epoch 81/250
## 101/101 - 0s - loss: 1.4380e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7176e-04 - val_mean_absolute_error: 0.0100 - 199ms/epoch - 2ms/step
## Epoch 82/250
## 101/101 - 0s - loss: 1.3230e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0278e-04 - val_mean_absolute_error: 0.0106 - 205ms/epoch - 2ms/step
## Epoch 83/250
## 101/101 - 0s - loss: 1.3310e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9059e-04 - val_mean_absolute_error: 0.0107 - 192ms/epoch - 2ms/step
## Epoch 84/250
## 101/101 - 0s - loss: 1.3587e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0526e-04 - val_mean_absolute_error: 0.0102 - 200ms/epoch - 2ms/step
## Epoch 85/250
## 101/101 - 0s - loss: 1.3603e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8665e-04 - val_mean_absolute_error: 0.0104 - 200ms/epoch - 2ms/step
## Epoch 86/250
## 101/101 - 0s - loss: 1.2955e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8390e-04 - val_mean_absolute_error: 0.0103 - 200ms/epoch - 2ms/step
## Epoch 87/250
## 101/101 - 0s - loss: 1.3010e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8404e-04 - val_mean_absolute_error: 0.0101 - 189ms/epoch - 2ms/step
## Epoch 88/250
## 101/101 - 0s - loss: 1.3149e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1400e-04 - val_mean_absolute_error: 0.0102 - 194ms/epoch - 2ms/step
## Epoch 89/250
## 101/101 - 0s - loss: 1.2635e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9123e-04 - val_mean_absolute_error: 0.0108 - 194ms/epoch - 2ms/step
## Epoch 90/250
## 101/101 - 0s - loss: 1.3141e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8936e-04 - val_mean_absolute_error: 0.0101 - 199ms/epoch - 2ms/step
## Epoch 91/250
## 101/101 - 0s - loss: 1.3283e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7274e-04 - val_mean_absolute_error: 0.0102 - 197ms/epoch - 2ms/step
## Epoch 92/250
## 101/101 - 0s - loss: 1.3039e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7282e-04 - val_mean_absolute_error: 0.0105 - 210ms/epoch - 2ms/step
## Epoch 93/250
## 101/101 - 0s - loss: 1.2455e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7019e-04 - val_mean_absolute_error: 0.0106 - 202ms/epoch - 2ms/step
## Epoch 94/250
## 101/101 - 0s - loss: 1.2685e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9145e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 95/250
## 101/101 - 0s - loss: 1.3666e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9748e-04 - val_mean_absolute_error: 0.0111 - 198ms/epoch - 2ms/step
## Epoch 96/250
## 101/101 - 0s - loss: 1.2990e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8828e-04 - val_mean_absolute_error: 0.0102 - 202ms/epoch - 2ms/step
## Epoch 97/250
## 101/101 - 0s - loss: 1.2165e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4002e-04 - val_mean_absolute_error: 0.0104 - 196ms/epoch - 2ms/step
## Epoch 98/250
## 101/101 - 0s - loss: 1.2734e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8865e-04 - val_mean_absolute_error: 0.0100 - 192ms/epoch - 2ms/step
## Epoch 99/250
## 101/101 - 0s - loss: 1.2550e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1100e-04 - val_mean_absolute_error: 0.0103 - 199ms/epoch - 2ms/step
## Epoch 100/250
## 101/101 - 0s - loss: 1.2163e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9377e-04 - val_mean_absolute_error: 0.0101 - 199ms/epoch - 2ms/step
## Epoch 101/250
## 101/101 - 0s - loss: 1.3059e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8366e-04 - val_mean_absolute_error: 0.0105 - 196ms/epoch - 2ms/step
## Epoch 102/250
## 101/101 - 0s - loss: 1.2929e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3218e-04 - val_mean_absolute_error: 0.0111 - 202ms/epoch - 2ms/step
## Epoch 103/250
## 101/101 - 0s - loss: 1.1881e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0732e-04 - val_mean_absolute_error: 0.0107 - 192ms/epoch - 2ms/step
## Epoch 104/250
## 101/101 - 0s - loss: 1.3165e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9638e-04 - val_mean_absolute_error: 0.0106 - 192ms/epoch - 2ms/step
## Epoch 105/250
## 101/101 - 0s - loss: 1.2478e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4173e-04 - val_mean_absolute_error: 0.0118 - 200ms/epoch - 2ms/step
## Epoch 106/250
## 101/101 - 0s - loss: 1.2124e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9790e-04 - val_mean_absolute_error: 0.0105 - 202ms/epoch - 2ms/step
## Epoch 107/250
## 101/101 - 0s - loss: 1.1723e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8285e-04 - val_mean_absolute_error: 0.0102 - 195ms/epoch - 2ms/step
## Epoch 108/250
## 101/101 - 0s - loss: 1.3195e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0173e-04 - val_mean_absolute_error: 0.0106 - 188ms/epoch - 2ms/step
## Epoch 109/250
## 101/101 - 0s - loss: 1.2716e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8771e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 110/250
## 101/101 - 0s - loss: 1.2717e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8302e-04 - val_mean_absolute_error: 0.0105 - 209ms/epoch - 2ms/step
## Epoch 111/250
## 101/101 - 0s - loss: 1.2115e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8882e-04 - val_mean_absolute_error: 0.0106 - 208ms/epoch - 2ms/step
## Epoch 112/250
## 101/101 - 0s - loss: 1.2047e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9084e-04 - val_mean_absolute_error: 0.0104 - 202ms/epoch - 2ms/step
## Epoch 113/250
## 101/101 - 0s - loss: 1.1567e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9573e-04 - val_mean_absolute_error: 0.0108 - 196ms/epoch - 2ms/step
## Epoch 114/250
## 101/101 - 0s - loss: 1.1311e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0982e-04 - val_mean_absolute_error: 0.0104 - 210ms/epoch - 2ms/step
## Epoch 115/250
## 101/101 - 0s - loss: 1.1719e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0487e-04 - val_mean_absolute_error: 0.0105 - 199ms/epoch - 2ms/step
## Epoch 116/250
## 101/101 - 0s - loss: 1.1822e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1348e-04 - val_mean_absolute_error: 0.0114 - 208ms/epoch - 2ms/step
## Epoch 117/250
## 101/101 - 0s - loss: 1.1241e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0571e-04 - val_mean_absolute_error: 0.0104 - 196ms/epoch - 2ms/step
## Epoch 118/250
## 101/101 - 0s - loss: 1.1845e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0532e-04 - val_mean_absolute_error: 0.0110 - 195ms/epoch - 2ms/step
## Epoch 119/250
## 101/101 - 0s - loss: 1.1343e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9600e-04 - val_mean_absolute_error: 0.0102 - 200ms/epoch - 2ms/step
## Epoch 120/250
## 101/101 - 0s - loss: 1.1731e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1065e-04 - val_mean_absolute_error: 0.0108 - 198ms/epoch - 2ms/step
## Epoch 121/250
## 101/101 - 0s - loss: 1.1996e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8312e-04 - val_mean_absolute_error: 0.0104 - 207ms/epoch - 2ms/step
## Epoch 122/250
## 101/101 - 0s - loss: 1.1880e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0797e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 123/250
## 101/101 - 0s - loss: 1.1447e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3071e-04 - val_mean_absolute_error: 0.0107 - 191ms/epoch - 2ms/step
## Epoch 124/250
## 101/101 - 0s - loss: 1.1935e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7984e-04 - val_mean_absolute_error: 0.0103 - 196ms/epoch - 2ms/step
## Epoch 125/250
## 101/101 - 0s - loss: 1.1230e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0857e-04 - val_mean_absolute_error: 0.0111 - 200ms/epoch - 2ms/step
## Epoch 126/250
## 101/101 - 0s - loss: 1.0814e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9286e-04 - val_mean_absolute_error: 0.0103 - 196ms/epoch - 2ms/step
## Epoch 127/250
## 101/101 - 0s - loss: 1.1327e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9362e-04 - val_mean_absolute_error: 0.0109 - 197ms/epoch - 2ms/step
## Epoch 128/250
## 101/101 - 0s - loss: 1.1564e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9594e-04 - val_mean_absolute_error: 0.0103 - 197ms/epoch - 2ms/step
## Epoch 129/250
## 101/101 - 0s - loss: 1.1259e-04 - mean_absolute_error: 0.0074 - val_loss: 3.8865e-04 - val_mean_absolute_error: 0.0102 - 207ms/epoch - 2ms/step
## Epoch 130/250
## 101/101 - 0s - loss: 1.1123e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2070e-04 - val_mean_absolute_error: 0.0115 - 196ms/epoch - 2ms/step
## Epoch 131/250
## 101/101 - 0s - loss: 1.1377e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0963e-04 - val_mean_absolute_error: 0.0104 - 195ms/epoch - 2ms/step
## Epoch 132/250
## 101/101 - 0s - loss: 1.1008e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9221e-04 - val_mean_absolute_error: 0.0105 - 206ms/epoch - 2ms/step
## Epoch 133/250
## 101/101 - 0s - loss: 1.1359e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1186e-04 - val_mean_absolute_error: 0.0108 - 198ms/epoch - 2ms/step
## Epoch 134/250
## 101/101 - 0s - loss: 1.0821e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0969e-04 - val_mean_absolute_error: 0.0110 - 199ms/epoch - 2ms/step
## Epoch 135/250
## 101/101 - 0s - loss: 1.1383e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1782e-04 - val_mean_absolute_error: 0.0113 - 190ms/epoch - 2ms/step
## Epoch 136/250
## 101/101 - 0s - loss: 1.1734e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2849e-04 - val_mean_absolute_error: 0.0104 - 197ms/epoch - 2ms/step
## Epoch 137/250
## 101/101 - 0s - loss: 1.1594e-04 - mean_absolute_error: 0.0075 - val_loss: 3.7529e-04 - val_mean_absolute_error: 0.0102 - 192ms/epoch - 2ms/step
## Epoch 138/250
## 101/101 - 0s - loss: 1.1596e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3615e-04 - val_mean_absolute_error: 0.0125 - 197ms/epoch - 2ms/step
## Epoch 139/250
## 101/101 - 0s - loss: 1.1541e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2392e-04 - val_mean_absolute_error: 0.0111 - 198ms/epoch - 2ms/step
## Epoch 140/250
## 101/101 - 0s - loss: 1.0794e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0106e-04 - val_mean_absolute_error: 0.0108 - 192ms/epoch - 2ms/step
## Epoch 141/250
## 101/101 - 0s - loss: 1.1666e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9573e-04 - val_mean_absolute_error: 0.0105 - 198ms/epoch - 2ms/step
## Epoch 142/250
## 101/101 - 0s - loss: 1.1427e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3747e-04 - val_mean_absolute_error: 0.0111 - 185ms/epoch - 2ms/step
## Epoch 143/250
## 101/101 - 0s - loss: 1.0581e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9598e-04 - val_mean_absolute_error: 0.0108 - 191ms/epoch - 2ms/step
## Epoch 144/250
## 101/101 - 0s - loss: 1.1032e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1112e-04 - val_mean_absolute_error: 0.0108 - 201ms/epoch - 2ms/step
## Epoch 145/250
## 101/101 - 0s - loss: 1.0911e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1422e-04 - val_mean_absolute_error: 0.0107 - 198ms/epoch - 2ms/step
## Epoch 146/250
## 101/101 - 0s - loss: 1.0906e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0061e-04 - val_mean_absolute_error: 0.0107 - 201ms/epoch - 2ms/step
## Epoch 147/250
## 101/101 - 0s - loss: 1.1097e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9612e-04 - val_mean_absolute_error: 0.0102 - 196ms/epoch - 2ms/step
## Epoch 148/250
## 101/101 - 0s - loss: 1.0550e-04 - mean_absolute_error: 0.0073 - val_loss: 3.8914e-04 - val_mean_absolute_error: 0.0104 - 196ms/epoch - 2ms/step
## Epoch 149/250
## 101/101 - 0s - loss: 1.1079e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2519e-04 - val_mean_absolute_error: 0.0105 - 196ms/epoch - 2ms/step
## Epoch 150/250
## 101/101 - 0s - loss: 1.1380e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1419e-04 - val_mean_absolute_error: 0.0113 - 197ms/epoch - 2ms/step
## Epoch 151/250
## 101/101 - 0s - loss: 1.0637e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1449e-04 - val_mean_absolute_error: 0.0110 - 197ms/epoch - 2ms/step
## Epoch 152/250
## 101/101 - 0s - loss: 1.0722e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3020e-04 - val_mean_absolute_error: 0.0109 - 192ms/epoch - 2ms/step
## Epoch 153/250
## 101/101 - 0s - loss: 1.1198e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2279e-04 - val_mean_absolute_error: 0.0106 - 198ms/epoch - 2ms/step
## Epoch 154/250
## 101/101 - 0s - loss: 1.0658e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1606e-04 - val_mean_absolute_error: 0.0115 - 196ms/epoch - 2ms/step
## Epoch 155/250
## 101/101 - 0s - loss: 1.0664e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4267e-04 - val_mean_absolute_error: 0.0125 - 194ms/epoch - 2ms/step
## Epoch 156/250
## 101/101 - 0s - loss: 1.0529e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0964e-04 - val_mean_absolute_error: 0.0112 - 199ms/epoch - 2ms/step
## Epoch 157/250
## 101/101 - 0s - loss: 1.0389e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1148e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 158/250
## 101/101 - 0s - loss: 1.0616e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1472e-04 - val_mean_absolute_error: 0.0112 - 202ms/epoch - 2ms/step
## Epoch 159/250
## 101/101 - 0s - loss: 1.0548e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9834e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 160/250
## 101/101 - 0s - loss: 1.0112e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0227e-04 - val_mean_absolute_error: 0.0114 - 203ms/epoch - 2ms/step
## Epoch 161/250
## 101/101 - 0s - loss: 1.0907e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0848e-04 - val_mean_absolute_error: 0.0114 - 202ms/epoch - 2ms/step
## Epoch 162/250
## 101/101 - 0s - loss: 1.0193e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1021e-04 - val_mean_absolute_error: 0.0111 - 193ms/epoch - 2ms/step
## Epoch 163/250
## 101/101 - 0s - loss: 1.0847e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9627e-04 - val_mean_absolute_error: 0.0107 - 197ms/epoch - 2ms/step
## Epoch 164/250
## 101/101 - 0s - loss: 1.0196e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9949e-04 - val_mean_absolute_error: 0.0111 - 196ms/epoch - 2ms/step
## Epoch 165/250
## 101/101 - 0s - loss: 1.0257e-04 - mean_absolute_error: 0.0071 - val_loss: 4.3769e-04 - val_mean_absolute_error: 0.0110 - 195ms/epoch - 2ms/step
## Epoch 166/250
## 101/101 - 0s - loss: 1.0962e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0799e-04 - val_mean_absolute_error: 0.0109 - 197ms/epoch - 2ms/step
## Epoch 167/250
## 101/101 - 0s - loss: 1.1134e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1064e-04 - val_mean_absolute_error: 0.0110 - 195ms/epoch - 2ms/step
## Epoch 168/250
## 101/101 - 0s - loss: 1.0561e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9750e-04 - val_mean_absolute_error: 0.0111 - 199ms/epoch - 2ms/step
## Epoch 169/250
## 101/101 - 0s - loss: 1.0176e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1122e-04 - val_mean_absolute_error: 0.0103 - 202ms/epoch - 2ms/step
## Epoch 170/250
## 101/101 - 0s - loss: 1.0065e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3049e-04 - val_mean_absolute_error: 0.0106 - 199ms/epoch - 2ms/step
## Epoch 171/250
## 101/101 - 0s - loss: 1.0080e-04 - mean_absolute_error: 0.0071 - val_loss: 3.7249e-04 - val_mean_absolute_error: 0.0107 - 199ms/epoch - 2ms/step
## Epoch 172/250
## 101/101 - 0s - loss: 9.9677e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9541e-04 - val_mean_absolute_error: 0.0108 - 192ms/epoch - 2ms/step
## Epoch 173/250
## 101/101 - 0s - loss: 9.8262e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1540e-04 - val_mean_absolute_error: 0.0111 - 192ms/epoch - 2ms/step
## Epoch 174/250
## 101/101 - 0s - loss: 1.0181e-04 - mean_absolute_error: 0.0072 - val_loss: 3.8156e-04 - val_mean_absolute_error: 0.0105 - 197ms/epoch - 2ms/step
## Epoch 175/250
## 101/101 - 0s - loss: 1.0039e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0471e-04 - val_mean_absolute_error: 0.0107 - 190ms/epoch - 2ms/step
## Epoch 176/250
## 101/101 - 0s - loss: 9.5616e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9921e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 177/250
## 101/101 - 0s - loss: 9.7889e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1432e-04 - val_mean_absolute_error: 0.0112 - 192ms/epoch - 2ms/step
## Epoch 178/250
## 101/101 - 0s - loss: 9.8834e-05 - mean_absolute_error: 0.0070 - val_loss: 3.8646e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 179/250
## 101/101 - 0s - loss: 1.0539e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9141e-04 - val_mean_absolute_error: 0.0103 - 201ms/epoch - 2ms/step
## Epoch 180/250
## 101/101 - 0s - loss: 9.7499e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1025e-04 - val_mean_absolute_error: 0.0109 - 201ms/epoch - 2ms/step
## Epoch 181/250
## 101/101 - 0s - loss: 1.0047e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1529e-04 - val_mean_absolute_error: 0.0112 - 199ms/epoch - 2ms/step
## Epoch 182/250
## 101/101 - 0s - loss: 1.0178e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0079e-04 - val_mean_absolute_error: 0.0108 - 199ms/epoch - 2ms/step
## Epoch 183/250
## 101/101 - 0s - loss: 1.0057e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9978e-04 - val_mean_absolute_error: 0.0105 - 199ms/epoch - 2ms/step
## Epoch 184/250
## 101/101 - 0s - loss: 9.9776e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1206e-04 - val_mean_absolute_error: 0.0112 - 196ms/epoch - 2ms/step
## Epoch 185/250
## 101/101 - 0s - loss: 9.7645e-05 - mean_absolute_error: 0.0070 - val_loss: 3.7664e-04 - val_mean_absolute_error: 0.0105 - 200ms/epoch - 2ms/step
## Epoch 186/250
## 101/101 - 0s - loss: 1.0035e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9391e-04 - val_mean_absolute_error: 0.0108 - 195ms/epoch - 2ms/step
## Epoch 187/250
## 101/101 - 0s - loss: 1.0043e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9860e-04 - val_mean_absolute_error: 0.0105 - 199ms/epoch - 2ms/step
## Epoch 188/250
## 101/101 - 0s - loss: 9.6423e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9231e-04 - val_mean_absolute_error: 0.0105 - 199ms/epoch - 2ms/step
## Epoch 189/250
## 101/101 - 0s - loss: 9.6526e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0327e-04 - val_mean_absolute_error: 0.0113 - 199ms/epoch - 2ms/step
## Epoch 190/250
## 101/101 - 0s - loss: 9.4393e-05 - mean_absolute_error: 0.0069 - val_loss: 3.9256e-04 - val_mean_absolute_error: 0.0109 - 202ms/epoch - 2ms/step
## Epoch 191/250
## 101/101 - 0s - loss: 1.0283e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0731e-04 - val_mean_absolute_error: 0.0109 - 188ms/epoch - 2ms/step
## Epoch 192/250
## 101/101 - 0s - loss: 9.7341e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1326e-04 - val_mean_absolute_error: 0.0114 - 195ms/epoch - 2ms/step
## Epoch 193/250
## 101/101 - 0s - loss: 9.7543e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9528e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 194/250
## 101/101 - 0s - loss: 9.6876e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1917e-04 - val_mean_absolute_error: 0.0112 - 200ms/epoch - 2ms/step
## Epoch 195/250
## 101/101 - 0s - loss: 9.7288e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0054e-04 - val_mean_absolute_error: 0.0110 - 194ms/epoch - 2ms/step
## Epoch 196/250
## 101/101 - 0s - loss: 9.5369e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9688e-04 - val_mean_absolute_error: 0.0108 - 197ms/epoch - 2ms/step
## Epoch 197/250
## 101/101 - 0s - loss: 9.8154e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1809e-04 - val_mean_absolute_error: 0.0114 - 199ms/epoch - 2ms/step
## Epoch 198/250
## 101/101 - 0s - loss: 9.6831e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0461e-04 - val_mean_absolute_error: 0.0108 - 196ms/epoch - 2ms/step
## Epoch 199/250
## 101/101 - 0s - loss: 9.5680e-05 - mean_absolute_error: 0.0069 - val_loss: 3.8116e-04 - val_mean_absolute_error: 0.0103 - 198ms/epoch - 2ms/step
## Epoch 200/250
## 101/101 - 0s - loss: 9.5101e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3263e-04 - val_mean_absolute_error: 0.0112 - 198ms/epoch - 2ms/step
## Epoch 201/250
## 101/101 - 0s - loss: 1.0646e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1764e-04 - val_mean_absolute_error: 0.0113 - 198ms/epoch - 2ms/step
## Epoch 202/250
## 101/101 - 0s - loss: 9.4416e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1843e-04 - val_mean_absolute_error: 0.0106 - 199ms/epoch - 2ms/step
## Epoch 203/250
## 101/101 - 0s - loss: 9.5236e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1338e-04 - val_mean_absolute_error: 0.0105 - 202ms/epoch - 2ms/step
## Epoch 204/250
## 101/101 - 0s - loss: 9.6282e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1871e-04 - val_mean_absolute_error: 0.0111 - 197ms/epoch - 2ms/step
## Epoch 205/250
## 101/101 - 0s - loss: 9.3992e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1165e-04 - val_mean_absolute_error: 0.0108 - 199ms/epoch - 2ms/step
## Epoch 206/250
## 101/101 - 0s - loss: 9.7351e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0373e-04 - val_mean_absolute_error: 0.0111 - 194ms/epoch - 2ms/step
## Epoch 207/250
## 101/101 - 0s - loss: 9.6384e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4214e-04 - val_mean_absolute_error: 0.0111 - 201ms/epoch - 2ms/step
## Epoch 208/250
## 101/101 - 0s - loss: 1.0010e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0196e-04 - val_mean_absolute_error: 0.0112 - 199ms/epoch - 2ms/step
## Epoch 209/250
## 101/101 - 0s - loss: 9.6878e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3334e-04 - val_mean_absolute_error: 0.0114 - 203ms/epoch - 2ms/step
## Epoch 210/250
## 101/101 - 0s - loss: 9.3613e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0998e-04 - val_mean_absolute_error: 0.0111 - 192ms/epoch - 2ms/step
## Epoch 211/250
## 101/101 - 0s - loss: 9.3647e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0105e-04 - val_mean_absolute_error: 0.0106 - 199ms/epoch - 2ms/step
## Epoch 212/250
## 101/101 - 0s - loss: 1.0055e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9761e-04 - val_mean_absolute_error: 0.0103 - 200ms/epoch - 2ms/step
## Epoch 213/250
## 101/101 - 0s - loss: 9.3304e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0089e-04 - val_mean_absolute_error: 0.0107 - 197ms/epoch - 2ms/step
## Epoch 214/250
## 101/101 - 0s - loss: 9.5404e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9475e-04 - val_mean_absolute_error: 0.0104 - 200ms/epoch - 2ms/step
## Epoch 215/250
## 101/101 - 0s - loss: 9.8018e-05 - mean_absolute_error: 0.0071 - val_loss: 4.0308e-04 - val_mean_absolute_error: 0.0101 - 201ms/epoch - 2ms/step
## Epoch 216/250
## 101/101 - 0s - loss: 9.5040e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3048e-04 - val_mean_absolute_error: 0.0109 - 193ms/epoch - 2ms/step
## Epoch 217/250
## 101/101 - 0s - loss: 9.5032e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2041e-04 - val_mean_absolute_error: 0.0106 - 201ms/epoch - 2ms/step
## Epoch 218/250
## 101/101 - 0s - loss: 9.0680e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0506e-04 - val_mean_absolute_error: 0.0113 - 201ms/epoch - 2ms/step
## Epoch 219/250
## 101/101 - 0s - loss: 8.9862e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2306e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 220/250
## 101/101 - 0s - loss: 9.1479e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0471e-04 - val_mean_absolute_error: 0.0104 - 202ms/epoch - 2ms/step
## Epoch 221/250
## 101/101 - 0s - loss: 8.9778e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1037e-04 - val_mean_absolute_error: 0.0106 - 190ms/epoch - 2ms/step
## Epoch 222/250
## 101/101 - 0s - loss: 9.5546e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0980e-04 - val_mean_absolute_error: 0.0109 - 200ms/epoch - 2ms/step
## Epoch 223/250
## 101/101 - 0s - loss: 9.6166e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3252e-04 - val_mean_absolute_error: 0.0113 - 195ms/epoch - 2ms/step
## Epoch 224/250
## 101/101 - 0s - loss: 8.9311e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2839e-04 - val_mean_absolute_error: 0.0115 - 192ms/epoch - 2ms/step
## Epoch 225/250
## 101/101 - 0s - loss: 9.1996e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2668e-04 - val_mean_absolute_error: 0.0111 - 189ms/epoch - 2ms/step
## Epoch 226/250
## 101/101 - 0s - loss: 9.1739e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2742e-04 - val_mean_absolute_error: 0.0106 - 188ms/epoch - 2ms/step
## Epoch 227/250
## 101/101 - 0s - loss: 9.5970e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3230e-04 - val_mean_absolute_error: 0.0110 - 193ms/epoch - 2ms/step
## Epoch 228/250
## 101/101 - 0s - loss: 8.7983e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1983e-04 - val_mean_absolute_error: 0.0105 - 187ms/epoch - 2ms/step
## Epoch 229/250
## 101/101 - 0s - loss: 9.3357e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1173e-04 - val_mean_absolute_error: 0.0107 - 206ms/epoch - 2ms/step
## Epoch 230/250
## 101/101 - 0s - loss: 8.9840e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2695e-04 - val_mean_absolute_error: 0.0109 - 197ms/epoch - 2ms/step
## Epoch 231/250
## 101/101 - 0s - loss: 9.5837e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9855e-04 - val_mean_absolute_error: 0.0110 - 196ms/epoch - 2ms/step
## Epoch 232/250
## 101/101 - 0s - loss: 9.4260e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0296e-04 - val_mean_absolute_error: 0.0105 - 204ms/epoch - 2ms/step
## Epoch 233/250
## 101/101 - 0s - loss: 9.0141e-05 - mean_absolute_error: 0.0067 - val_loss: 4.0795e-04 - val_mean_absolute_error: 0.0105 - 191ms/epoch - 2ms/step
## Epoch 234/250
## 101/101 - 0s - loss: 9.2044e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2611e-04 - val_mean_absolute_error: 0.0105 - 192ms/epoch - 2ms/step
## Epoch 235/250
## 101/101 - 0s - loss: 8.9917e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2760e-04 - val_mean_absolute_error: 0.0117 - 200ms/epoch - 2ms/step
## Epoch 236/250
## 101/101 - 0s - loss: 9.2778e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2506e-04 - val_mean_absolute_error: 0.0109 - 207ms/epoch - 2ms/step
## Epoch 237/250
## 101/101 - 0s - loss: 9.3215e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1263e-04 - val_mean_absolute_error: 0.0109 - 204ms/epoch - 2ms/step
## Epoch 238/250
## 101/101 - 0s - loss: 9.0757e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1820e-04 - val_mean_absolute_error: 0.0113 - 190ms/epoch - 2ms/step
## Epoch 239/250
## 101/101 - 0s - loss: 8.6110e-05 - mean_absolute_error: 0.0066 - val_loss: 4.1973e-04 - val_mean_absolute_error: 0.0118 - 206ms/epoch - 2ms/step
## Epoch 240/250
## 101/101 - 0s - loss: 8.8831e-05 - mean_absolute_error: 0.0067 - val_loss: 4.3966e-04 - val_mean_absolute_error: 0.0111 - 201ms/epoch - 2ms/step
## Epoch 241/250
## 101/101 - 0s - loss: 8.6859e-05 - mean_absolute_error: 0.0067 - val_loss: 4.2969e-04 - val_mean_absolute_error: 0.0109 - 203ms/epoch - 2ms/step
## Epoch 242/250
## 101/101 - 0s - loss: 8.7043e-05 - mean_absolute_error: 0.0067 - val_loss: 4.3692e-04 - val_mean_absolute_error: 0.0109 - 199ms/epoch - 2ms/step
## Epoch 243/250
## 101/101 - 0s - loss: 9.3800e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2315e-04 - val_mean_absolute_error: 0.0108 - 192ms/epoch - 2ms/step
## Epoch 244/250
## 101/101 - 0s - loss: 8.4789e-05 - mean_absolute_error: 0.0066 - val_loss: 4.2047e-04 - val_mean_absolute_error: 0.0110 - 203ms/epoch - 2ms/step
## Epoch 245/250
## 101/101 - 0s - loss: 8.9235e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1143e-04 - val_mean_absolute_error: 0.0110 - 206ms/epoch - 2ms/step
## Epoch 246/250
## 101/101 - 0s - loss: 9.0112e-05 - mean_absolute_error: 0.0068 - val_loss: 4.0966e-04 - val_mean_absolute_error: 0.0106 - 203ms/epoch - 2ms/step
## Epoch 247/250
## 101/101 - 0s - loss: 9.0255e-05 - mean_absolute_error: 0.0067 - val_loss: 4.1864e-04 - val_mean_absolute_error: 0.0108 - 204ms/epoch - 2ms/step
## Epoch 248/250
## 101/101 - 0s - loss: 9.8359e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4306e-04 - val_mean_absolute_error: 0.0109 - 196ms/epoch - 2ms/step
## Epoch 249/250
## 101/101 - 0s - loss: 9.3056e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3722e-04 - val_mean_absolute_error: 0.0113 - 201ms/epoch - 2ms/step
## Epoch 250/250
## 101/101 - 0s - loss: 9.0493e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2419e-04 - val_mean_absolute_error: 0.0113 - 211ms/epoch - 2ms/step
## Epoch 1/50
## 94/94 - 1s - loss: 0.0031 - mean_absolute_error: 0.0357 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 1s/epoch - 12ms/step
## Epoch 2/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 183ms/epoch - 2ms/step
## Epoch 3/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 173ms/epoch - 2ms/step
## Epoch 4/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 163ms/epoch - 2ms/step
## Epoch 5/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 172ms/epoch - 2ms/step
## Epoch 6/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 182ms/epoch - 2ms/step
## Epoch 7/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 166ms/epoch - 2ms/step
## Epoch 8/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 165ms/epoch - 2ms/step
## Epoch 9/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 163ms/epoch - 2ms/step
## Epoch 10/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 171ms/epoch - 2ms/step
## Epoch 11/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 171ms/epoch - 2ms/step
## Epoch 12/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 184ms/epoch - 2ms/step
## Epoch 13/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 188ms/epoch - 2ms/step
## Epoch 14/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 171ms/epoch - 2ms/step
## Epoch 15/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 169ms/epoch - 2ms/step
## Epoch 16/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 185ms/epoch - 2ms/step
## Epoch 17/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 185ms/epoch - 2ms/step
## Epoch 18/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 183ms/epoch - 2ms/step
## Epoch 19/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 183ms/epoch - 2ms/step
## Epoch 20/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 183ms/epoch - 2ms/step
## Epoch 21/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 180ms/epoch - 2ms/step
## Epoch 22/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 172ms/epoch - 2ms/step
## Epoch 23/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0301 - 176ms/epoch - 2ms/step
## Epoch 24/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 182ms/epoch - 2ms/step
## Epoch 25/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 175ms/epoch - 2ms/step
## Epoch 26/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 173ms/epoch - 2ms/step
## Epoch 27/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 181ms/epoch - 2ms/step
## Epoch 28/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 187ms/epoch - 2ms/step
## Epoch 29/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 182ms/epoch - 2ms/step
## Epoch 30/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 186ms/epoch - 2ms/step
## Epoch 31/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 172ms/epoch - 2ms/step
## Epoch 32/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 182ms/epoch - 2ms/step
## Epoch 33/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 181ms/epoch - 2ms/step
## Epoch 34/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 183ms/epoch - 2ms/step
## Epoch 35/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 183ms/epoch - 2ms/step
## Epoch 36/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 178ms/epoch - 2ms/step
## Epoch 37/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0311 - 172ms/epoch - 2ms/step
## Epoch 38/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 181ms/epoch - 2ms/step
## Epoch 39/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 181ms/epoch - 2ms/step
## Epoch 40/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0307 - 182ms/epoch - 2ms/step
## Epoch 41/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0300 - 182ms/epoch - 2ms/step
## Epoch 42/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0306 - 171ms/epoch - 2ms/step
## Epoch 43/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 180ms/epoch - 2ms/step
## Epoch 44/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0302 - 183ms/epoch - 2ms/step
## Epoch 45/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0304 - 181ms/epoch - 2ms/step
## Epoch 46/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0306 - val_loss: 0.0024 - val_mean_absolute_error: 0.0303 - 181ms/epoch - 2ms/step
## Epoch 47/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0309 - 175ms/epoch - 2ms/step
## Epoch 48/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0305 - 182ms/epoch - 2ms/step
## Epoch 49/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0304 - val_loss: 0.0024 - val_mean_absolute_error: 0.0310 - 173ms/epoch - 2ms/step
## Epoch 50/50
## 94/94 - 0s - loss: 0.0022 - mean_absolute_error: 0.0305 - val_loss: 0.0024 - val_mean_absolute_error: 0.0308 - 171ms/epoch - 2ms/step
## Epoch 1/100
## 94/94 - 1s - loss: 0.0030 - mean_absolute_error: 0.0355 - val_loss: 0.0023 - val_mean_absolute_error: 0.0293 - 835ms/epoch - 9ms/step
## Epoch 2/100
## 94/94 - 0s - loss: 0.0019 - mean_absolute_error: 0.0278 - val_loss: 0.0016 - val_mean_absolute_error: 0.0232 - 191ms/epoch - 2ms/step
## Epoch 3/100
## 94/94 - 0s - loss: 8.8590e-04 - mean_absolute_error: 0.0188 - val_loss: 6.0937e-04 - val_mean_absolute_error: 0.0135 - 188ms/epoch - 2ms/step
## Epoch 4/100
## 94/94 - 0s - loss: 5.4941e-04 - mean_absolute_error: 0.0149 - val_loss: 5.3236e-04 - val_mean_absolute_error: 0.0142 - 179ms/epoch - 2ms/step
## Epoch 5/100
## 94/94 - 0s - loss: 4.7390e-04 - mean_absolute_error: 0.0138 - val_loss: 5.0359e-04 - val_mean_absolute_error: 0.0121 - 170ms/epoch - 2ms/step
## Epoch 6/100
## 94/94 - 0s - loss: 4.0403e-04 - mean_absolute_error: 0.0127 - val_loss: 4.4217e-04 - val_mean_absolute_error: 0.0115 - 172ms/epoch - 2ms/step
## Epoch 7/100
## 94/94 - 0s - loss: 3.7820e-04 - mean_absolute_error: 0.0123 - val_loss: 4.1369e-04 - val_mean_absolute_error: 0.0118 - 176ms/epoch - 2ms/step
## Epoch 8/100
## 94/94 - 0s - loss: 3.5810e-04 - mean_absolute_error: 0.0121 - val_loss: 4.2348e-04 - val_mean_absolute_error: 0.0110 - 171ms/epoch - 2ms/step
## Epoch 9/100
## 94/94 - 0s - loss: 3.2901e-04 - mean_absolute_error: 0.0117 - val_loss: 4.1664e-04 - val_mean_absolute_error: 0.0114 - 186ms/epoch - 2ms/step
## Epoch 10/100
## 94/94 - 0s - loss: 3.2186e-04 - mean_absolute_error: 0.0115 - val_loss: 4.0785e-04 - val_mean_absolute_error: 0.0107 - 174ms/epoch - 2ms/step
## Epoch 11/100
## 94/94 - 0s - loss: 3.0071e-04 - mean_absolute_error: 0.0112 - val_loss: 4.1152e-04 - val_mean_absolute_error: 0.0113 - 173ms/epoch - 2ms/step
## Epoch 12/100
## 94/94 - 0s - loss: 2.9249e-04 - mean_absolute_error: 0.0111 - val_loss: 4.0592e-04 - val_mean_absolute_error: 0.0111 - 183ms/epoch - 2ms/step
## Epoch 13/100
## 94/94 - 0s - loss: 2.8055e-04 - mean_absolute_error: 0.0109 - val_loss: 4.1789e-04 - val_mean_absolute_error: 0.0108 - 182ms/epoch - 2ms/step
## Epoch 14/100
## 94/94 - 0s - loss: 2.6945e-04 - mean_absolute_error: 0.0106 - val_loss: 4.2720e-04 - val_mean_absolute_error: 0.0111 - 183ms/epoch - 2ms/step
## Epoch 15/100
## 94/94 - 0s - loss: 2.6696e-04 - mean_absolute_error: 0.0105 - val_loss: 3.7414e-04 - val_mean_absolute_error: 0.0107 - 181ms/epoch - 2ms/step
## Epoch 16/100
## 94/94 - 0s - loss: 2.6580e-04 - mean_absolute_error: 0.0105 - val_loss: 3.7039e-04 - val_mean_absolute_error: 0.0109 - 182ms/epoch - 2ms/step
## Epoch 17/100
## 94/94 - 0s - loss: 2.5016e-04 - mean_absolute_error: 0.0104 - val_loss: 3.7736e-04 - val_mean_absolute_error: 0.0110 - 182ms/epoch - 2ms/step
## Epoch 18/100
## 94/94 - 0s - loss: 2.5195e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0094e-04 - val_mean_absolute_error: 0.0115 - 182ms/epoch - 2ms/step
## Epoch 19/100
## 94/94 - 0s - loss: 2.5140e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0714e-04 - val_mean_absolute_error: 0.0123 - 188ms/epoch - 2ms/step
## Epoch 20/100
## 94/94 - 0s - loss: 2.3372e-04 - mean_absolute_error: 0.0100 - val_loss: 4.0298e-04 - val_mean_absolute_error: 0.0106 - 173ms/epoch - 2ms/step
## Epoch 21/100
## 94/94 - 0s - loss: 2.2138e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9106e-04 - val_mean_absolute_error: 0.0109 - 172ms/epoch - 2ms/step
## Epoch 22/100
## 94/94 - 0s - loss: 2.2757e-04 - mean_absolute_error: 0.0099 - val_loss: 4.1383e-04 - val_mean_absolute_error: 0.0109 - 182ms/epoch - 2ms/step
## Epoch 23/100
## 94/94 - 0s - loss: 2.1601e-04 - mean_absolute_error: 0.0097 - val_loss: 3.7824e-04 - val_mean_absolute_error: 0.0102 - 175ms/epoch - 2ms/step
## Epoch 24/100
## 94/94 - 0s - loss: 2.2530e-04 - mean_absolute_error: 0.0098 - val_loss: 4.3008e-04 - val_mean_absolute_error: 0.0106 - 175ms/epoch - 2ms/step
## Epoch 25/100
## 94/94 - 0s - loss: 2.1362e-04 - mean_absolute_error: 0.0097 - val_loss: 3.9186e-04 - val_mean_absolute_error: 0.0110 - 174ms/epoch - 2ms/step
## Epoch 26/100
## 94/94 - 0s - loss: 2.0165e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8154e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 27/100
## 94/94 - 0s - loss: 1.9565e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8913e-04 - val_mean_absolute_error: 0.0106 - 181ms/epoch - 2ms/step
## Epoch 28/100
## 94/94 - 0s - loss: 2.0351e-04 - mean_absolute_error: 0.0096 - val_loss: 3.8576e-04 - val_mean_absolute_error: 0.0109 - 181ms/epoch - 2ms/step
## Epoch 29/100
## 94/94 - 0s - loss: 1.9691e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7374e-04 - val_mean_absolute_error: 0.0108 - 182ms/epoch - 2ms/step
## Epoch 30/100
## 94/94 - 0s - loss: 1.8701e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9708e-04 - val_mean_absolute_error: 0.0111 - 179ms/epoch - 2ms/step
## Epoch 31/100
## 94/94 - 0s - loss: 1.9958e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7709e-04 - val_mean_absolute_error: 0.0101 - 181ms/epoch - 2ms/step
## Epoch 32/100
## 94/94 - 0s - loss: 1.8938e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8903e-04 - val_mean_absolute_error: 0.0114 - 178ms/epoch - 2ms/step
## Epoch 33/100
## 94/94 - 0s - loss: 1.9288e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8367e-04 - val_mean_absolute_error: 0.0106 - 173ms/epoch - 2ms/step
## Epoch 34/100
## 94/94 - 0s - loss: 1.8018e-04 - mean_absolute_error: 0.0091 - val_loss: 3.8047e-04 - val_mean_absolute_error: 0.0102 - 182ms/epoch - 2ms/step
## Epoch 35/100
## 94/94 - 0s - loss: 1.8253e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2713e-04 - val_mean_absolute_error: 0.0110 - 183ms/epoch - 2ms/step
## Epoch 36/100
## 94/94 - 0s - loss: 1.7306e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0125e-04 - val_mean_absolute_error: 0.0104 - 183ms/epoch - 2ms/step
## Epoch 37/100
## 94/94 - 0s - loss: 1.7894e-04 - mean_absolute_error: 0.0090 - val_loss: 4.3354e-04 - val_mean_absolute_error: 0.0118 - 181ms/epoch - 2ms/step
## Epoch 38/100
## 94/94 - 0s - loss: 1.8062e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6603e-04 - val_mean_absolute_error: 0.0101 - 170ms/epoch - 2ms/step
## Epoch 39/100
## 94/94 - 0s - loss: 1.8170e-04 - mean_absolute_error: 0.0091 - val_loss: 3.7335e-04 - val_mean_absolute_error: 0.0101 - 173ms/epoch - 2ms/step
## Epoch 40/100
## 94/94 - 0s - loss: 1.7711e-04 - mean_absolute_error: 0.0091 - val_loss: 4.2015e-04 - val_mean_absolute_error: 0.0116 - 174ms/epoch - 2ms/step
## Epoch 41/100
## 94/94 - 0s - loss: 1.7295e-04 - mean_absolute_error: 0.0089 - val_loss: 4.3149e-04 - val_mean_absolute_error: 0.0116 - 182ms/epoch - 2ms/step
## Epoch 42/100
## 94/94 - 0s - loss: 1.8087e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8811e-04 - val_mean_absolute_error: 0.0106 - 176ms/epoch - 2ms/step
## Epoch 43/100
## 94/94 - 0s - loss: 1.7611e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9579e-04 - val_mean_absolute_error: 0.0103 - 175ms/epoch - 2ms/step
## Epoch 44/100
## 94/94 - 0s - loss: 1.7452e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0600e-04 - val_mean_absolute_error: 0.0119 - 176ms/epoch - 2ms/step
## Epoch 45/100
## 94/94 - 0s - loss: 1.6679e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7387e-04 - val_mean_absolute_error: 0.0100 - 182ms/epoch - 2ms/step
## Epoch 46/100
## 94/94 - 0s - loss: 1.6345e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7074e-04 - val_mean_absolute_error: 0.0105 - 183ms/epoch - 2ms/step
## Epoch 47/100
## 94/94 - 0s - loss: 1.6367e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7780e-04 - val_mean_absolute_error: 0.0100 - 196ms/epoch - 2ms/step
## Epoch 48/100
## 94/94 - 0s - loss: 1.6065e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9572e-04 - val_mean_absolute_error: 0.0101 - 163ms/epoch - 2ms/step
## Epoch 49/100
## 94/94 - 0s - loss: 1.5487e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9656e-04 - val_mean_absolute_error: 0.0101 - 163ms/epoch - 2ms/step
## Epoch 50/100
## 94/94 - 0s - loss: 1.5745e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8494e-04 - val_mean_absolute_error: 0.0100 - 165ms/epoch - 2ms/step
## Epoch 51/100
## 94/94 - 0s - loss: 1.5435e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9404e-04 - val_mean_absolute_error: 0.0099 - 169ms/epoch - 2ms/step
## Epoch 52/100
## 94/94 - 0s - loss: 1.5595e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9445e-04 - val_mean_absolute_error: 0.0104 - 175ms/epoch - 2ms/step
## Epoch 53/100
## 94/94 - 0s - loss: 1.5248e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1603e-04 - val_mean_absolute_error: 0.0112 - 177ms/epoch - 2ms/step
## Epoch 54/100
## 94/94 - 0s - loss: 1.4904e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8649e-04 - val_mean_absolute_error: 0.0103 - 176ms/epoch - 2ms/step
## Epoch 55/100
## 94/94 - 0s - loss: 1.4794e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9604e-04 - val_mean_absolute_error: 0.0101 - 174ms/epoch - 2ms/step
## Epoch 56/100
## 94/94 - 0s - loss: 1.4352e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9854e-04 - val_mean_absolute_error: 0.0107 - 176ms/epoch - 2ms/step
## Epoch 57/100
## 94/94 - 0s - loss: 1.5248e-04 - mean_absolute_error: 0.0085 - val_loss: 4.2118e-04 - val_mean_absolute_error: 0.0113 - 175ms/epoch - 2ms/step
## Epoch 58/100
## 94/94 - 0s - loss: 1.5240e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0584e-04 - val_mean_absolute_error: 0.0109 - 174ms/epoch - 2ms/step
## Epoch 59/100
## 94/94 - 0s - loss: 1.5161e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0035e-04 - val_mean_absolute_error: 0.0100 - 174ms/epoch - 2ms/step
## Epoch 60/100
## 94/94 - 0s - loss: 1.4942e-04 - mean_absolute_error: 0.0085 - val_loss: 3.8336e-04 - val_mean_absolute_error: 0.0102 - 175ms/epoch - 2ms/step
## Epoch 61/100
## 94/94 - 0s - loss: 1.5003e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9445e-04 - val_mean_absolute_error: 0.0112 - 178ms/epoch - 2ms/step
## Epoch 62/100
## 94/94 - 0s - loss: 1.4703e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9237e-04 - val_mean_absolute_error: 0.0112 - 175ms/epoch - 2ms/step
## Epoch 63/100
## 94/94 - 0s - loss: 1.4415e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2304e-04 - val_mean_absolute_error: 0.0106 - 175ms/epoch - 2ms/step
## Epoch 64/100
## 94/94 - 0s - loss: 1.4501e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0481e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 65/100
## 94/94 - 0s - loss: 1.4130e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7973e-04 - val_mean_absolute_error: 0.0110 - 176ms/epoch - 2ms/step
## Epoch 66/100
## 94/94 - 0s - loss: 1.4202e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9243e-04 - val_mean_absolute_error: 0.0100 - 173ms/epoch - 2ms/step
## Epoch 67/100
## 94/94 - 0s - loss: 1.3548e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9162e-04 - val_mean_absolute_error: 0.0103 - 176ms/epoch - 2ms/step
## Epoch 68/100
## 94/94 - 0s - loss: 1.3242e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8805e-04 - val_mean_absolute_error: 0.0104 - 175ms/epoch - 2ms/step
## Epoch 69/100
## 94/94 - 0s - loss: 1.3597e-04 - mean_absolute_error: 0.0081 - val_loss: 4.7901e-04 - val_mean_absolute_error: 0.0106 - 176ms/epoch - 2ms/step
## Epoch 70/100
## 94/94 - 0s - loss: 1.4541e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8655e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 71/100
## 94/94 - 0s - loss: 1.3648e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8779e-04 - val_mean_absolute_error: 0.0103 - 177ms/epoch - 2ms/step
## Epoch 72/100
## 94/94 - 0s - loss: 1.3607e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0940e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 73/100
## 94/94 - 0s - loss: 1.4206e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0725e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 74/100
## 94/94 - 0s - loss: 1.3878e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2957e-04 - val_mean_absolute_error: 0.0116 - 175ms/epoch - 2ms/step
## Epoch 75/100
## 94/94 - 0s - loss: 1.3082e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0278e-04 - val_mean_absolute_error: 0.0102 - 176ms/epoch - 2ms/step
## Epoch 76/100
## 94/94 - 0s - loss: 1.4542e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5038e-04 - val_mean_absolute_error: 0.0129 - 175ms/epoch - 2ms/step
## Epoch 77/100
## 94/94 - 0s - loss: 1.3186e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0689e-04 - val_mean_absolute_error: 0.0105 - 174ms/epoch - 2ms/step
## Epoch 78/100
## 94/94 - 0s - loss: 1.3676e-04 - mean_absolute_error: 0.0081 - val_loss: 4.2605e-04 - val_mean_absolute_error: 0.0109 - 177ms/epoch - 2ms/step
## Epoch 79/100
## 94/94 - 0s - loss: 1.3695e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1265e-04 - val_mean_absolute_error: 0.0102 - 173ms/epoch - 2ms/step
## Epoch 80/100
## 94/94 - 0s - loss: 1.3117e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1274e-04 - val_mean_absolute_error: 0.0109 - 176ms/epoch - 2ms/step
## Epoch 81/100
## 94/94 - 0s - loss: 1.2995e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1301e-04 - val_mean_absolute_error: 0.0102 - 175ms/epoch - 2ms/step
## Epoch 82/100
## 94/94 - 0s - loss: 1.4622e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9907e-04 - val_mean_absolute_error: 0.0103 - 175ms/epoch - 2ms/step
## Epoch 83/100
## 94/94 - 0s - loss: 1.3336e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2419e-04 - val_mean_absolute_error: 0.0105 - 173ms/epoch - 2ms/step
## Epoch 84/100
## 94/94 - 0s - loss: 1.4010e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9023e-04 - val_mean_absolute_error: 0.0100 - 170ms/epoch - 2ms/step
## Epoch 85/100
## 94/94 - 0s - loss: 1.3263e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0152e-04 - val_mean_absolute_error: 0.0100 - 180ms/epoch - 2ms/step
## Epoch 86/100
## 94/94 - 0s - loss: 1.3081e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3878e-04 - val_mean_absolute_error: 0.0111 - 180ms/epoch - 2ms/step
## Epoch 87/100
## 94/94 - 0s - loss: 1.3096e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1486e-04 - val_mean_absolute_error: 0.0113 - 177ms/epoch - 2ms/step
## Epoch 88/100
## 94/94 - 0s - loss: 2.1569e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9453e-04 - val_mean_absolute_error: 0.0100 - 178ms/epoch - 2ms/step
## Epoch 89/100
## 94/94 - 0s - loss: 1.4272e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1272e-04 - val_mean_absolute_error: 0.0111 - 170ms/epoch - 2ms/step
## Epoch 90/100
## 94/94 - 0s - loss: 1.2918e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0172e-04 - val_mean_absolute_error: 0.0104 - 189ms/epoch - 2ms/step
## Epoch 91/100
## 94/94 - 0s - loss: 1.2804e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0973e-04 - val_mean_absolute_error: 0.0100 - 175ms/epoch - 2ms/step
## Epoch 92/100
## 94/94 - 0s - loss: 1.3674e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9895e-04 - val_mean_absolute_error: 0.0106 - 169ms/epoch - 2ms/step
## Epoch 93/100
## 94/94 - 0s - loss: 1.3590e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0187e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 94/100
## 94/94 - 0s - loss: 1.2546e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9896e-04 - val_mean_absolute_error: 0.0099 - 177ms/epoch - 2ms/step
## Epoch 95/100
## 94/94 - 0s - loss: 1.2255e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0651e-04 - val_mean_absolute_error: 0.0100 - 169ms/epoch - 2ms/step
## Epoch 96/100
## 94/94 - 0s - loss: 1.2262e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0001e-04 - val_mean_absolute_error: 0.0101 - 180ms/epoch - 2ms/step
## Epoch 97/100
## 94/94 - 0s - loss: 1.2190e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0138e-04 - val_mean_absolute_error: 0.0101 - 181ms/epoch - 2ms/step
## Epoch 98/100
## 94/94 - 0s - loss: 1.2144e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1831e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 99/100
## 94/94 - 0s - loss: 1.2290e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1042e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 100/100
## 94/94 - 0s - loss: 1.2413e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1582e-04 - val_mean_absolute_error: 0.0101 - 171ms/epoch - 2ms/step
## Epoch 1/150
## 94/94 - 1s - loss: 0.0013 - mean_absolute_error: 0.0226 - val_loss: 6.3372e-04 - val_mean_absolute_error: 0.0136 - 815ms/epoch - 9ms/step
## Epoch 2/150
## 94/94 - 0s - loss: 6.2017e-04 - mean_absolute_error: 0.0157 - val_loss: 5.5492e-04 - val_mean_absolute_error: 0.0130 - 184ms/epoch - 2ms/step
## Epoch 3/150
## 94/94 - 0s - loss: 5.1097e-04 - mean_absolute_error: 0.0145 - val_loss: 6.0086e-04 - val_mean_absolute_error: 0.0140 - 180ms/epoch - 2ms/step
## Epoch 4/150
## 94/94 - 0s - loss: 4.4962e-04 - mean_absolute_error: 0.0137 - val_loss: 4.5480e-04 - val_mean_absolute_error: 0.0119 - 173ms/epoch - 2ms/step
## Epoch 5/150
## 94/94 - 0s - loss: 4.2610e-04 - mean_absolute_error: 0.0131 - val_loss: 5.0413e-04 - val_mean_absolute_error: 0.0125 - 171ms/epoch - 2ms/step
## Epoch 6/150
## 94/94 - 0s - loss: 3.9266e-04 - mean_absolute_error: 0.0126 - val_loss: 4.5901e-04 - val_mean_absolute_error: 0.0119 - 180ms/epoch - 2ms/step
## Epoch 7/150
## 94/94 - 0s - loss: 3.6503e-04 - mean_absolute_error: 0.0122 - val_loss: 4.9514e-04 - val_mean_absolute_error: 0.0116 - 169ms/epoch - 2ms/step
## Epoch 8/150
## 94/94 - 0s - loss: 3.5045e-04 - mean_absolute_error: 0.0119 - val_loss: 4.2806e-04 - val_mean_absolute_error: 0.0110 - 181ms/epoch - 2ms/step
## Epoch 9/150
## 94/94 - 0s - loss: 3.4562e-04 - mean_absolute_error: 0.0120 - val_loss: 4.1710e-04 - val_mean_absolute_error: 0.0109 - 180ms/epoch - 2ms/step
## Epoch 10/150
## 94/94 - 0s - loss: 3.1222e-04 - mean_absolute_error: 0.0113 - val_loss: 4.2393e-04 - val_mean_absolute_error: 0.0111 - 181ms/epoch - 2ms/step
## Epoch 11/150
## 94/94 - 0s - loss: 2.9875e-04 - mean_absolute_error: 0.0113 - val_loss: 4.2904e-04 - val_mean_absolute_error: 0.0108 - 179ms/epoch - 2ms/step
## Epoch 12/150
## 94/94 - 0s - loss: 2.8842e-04 - mean_absolute_error: 0.0109 - val_loss: 4.6085e-04 - val_mean_absolute_error: 0.0110 - 180ms/epoch - 2ms/step
## Epoch 13/150
## 94/94 - 0s - loss: 2.8054e-04 - mean_absolute_error: 0.0109 - val_loss: 4.2723e-04 - val_mean_absolute_error: 0.0106 - 170ms/epoch - 2ms/step
## Epoch 14/150
## 94/94 - 0s - loss: 2.7439e-04 - mean_absolute_error: 0.0109 - val_loss: 4.1945e-04 - val_mean_absolute_error: 0.0109 - 168ms/epoch - 2ms/step
## Epoch 15/150
## 94/94 - 0s - loss: 2.7303e-04 - mean_absolute_error: 0.0109 - val_loss: 4.2780e-04 - val_mean_absolute_error: 0.0106 - 181ms/epoch - 2ms/step
## Epoch 16/150
## 94/94 - 0s - loss: 2.8097e-04 - mean_absolute_error: 0.0109 - val_loss: 4.0671e-04 - val_mean_absolute_error: 0.0110 - 180ms/epoch - 2ms/step
## Epoch 17/150
## 94/94 - 0s - loss: 2.7721e-04 - mean_absolute_error: 0.0108 - val_loss: 3.9566e-04 - val_mean_absolute_error: 0.0109 - 180ms/epoch - 2ms/step
## Epoch 18/150
## 94/94 - 0s - loss: 2.4536e-04 - mean_absolute_error: 0.0103 - val_loss: 3.5383e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 19/150
## 94/94 - 0s - loss: 2.4261e-04 - mean_absolute_error: 0.0102 - val_loss: 3.8145e-04 - val_mean_absolute_error: 0.0109 - 181ms/epoch - 2ms/step
## Epoch 20/150
## 94/94 - 0s - loss: 2.3437e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7909e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 21/150
## 94/94 - 0s - loss: 2.2902e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8332e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 22/150
## 94/94 - 0s - loss: 2.3126e-04 - mean_absolute_error: 0.0100 - val_loss: 3.8113e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 23/150
## 94/94 - 0s - loss: 2.1237e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9118e-04 - val_mean_absolute_error: 0.0103 - 182ms/epoch - 2ms/step
## Epoch 24/150
## 94/94 - 0s - loss: 2.2294e-04 - mean_absolute_error: 0.0099 - val_loss: 4.4628e-04 - val_mean_absolute_error: 0.0109 - 172ms/epoch - 2ms/step
## Epoch 25/150
## 94/94 - 0s - loss: 2.2495e-04 - mean_absolute_error: 0.0100 - val_loss: 3.7590e-04 - val_mean_absolute_error: 0.0102 - 182ms/epoch - 2ms/step
## Epoch 26/150
## 94/94 - 0s - loss: 1.9923e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9412e-04 - val_mean_absolute_error: 0.0102 - 180ms/epoch - 2ms/step
## Epoch 27/150
## 94/94 - 0s - loss: 2.0427e-04 - mean_absolute_error: 0.0096 - val_loss: 4.0025e-04 - val_mean_absolute_error: 0.0106 - 181ms/epoch - 2ms/step
## Epoch 28/150
## 94/94 - 0s - loss: 2.0397e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8116e-04 - val_mean_absolute_error: 0.0102 - 172ms/epoch - 2ms/step
## Epoch 29/150
## 94/94 - 0s - loss: 2.0067e-04 - mean_absolute_error: 0.0095 - val_loss: 4.1957e-04 - val_mean_absolute_error: 0.0104 - 172ms/epoch - 2ms/step
## Epoch 30/150
## 94/94 - 0s - loss: 1.9888e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7185e-04 - val_mean_absolute_error: 0.0102 - 184ms/epoch - 2ms/step
## Epoch 31/150
## 94/94 - 0s - loss: 2.0761e-04 - mean_absolute_error: 0.0095 - val_loss: 3.9342e-04 - val_mean_absolute_error: 0.0100 - 173ms/epoch - 2ms/step
## Epoch 32/150
## 94/94 - 0s - loss: 1.9942e-04 - mean_absolute_error: 0.0095 - val_loss: 3.7423e-04 - val_mean_absolute_error: 0.0101 - 180ms/epoch - 2ms/step
## Epoch 33/150
## 94/94 - 0s - loss: 1.9898e-04 - mean_absolute_error: 0.0094 - val_loss: 3.9690e-04 - val_mean_absolute_error: 0.0106 - 182ms/epoch - 2ms/step
## Epoch 34/150
## 94/94 - 0s - loss: 1.8974e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8788e-04 - val_mean_absolute_error: 0.0103 - 172ms/epoch - 2ms/step
## Epoch 35/150
## 94/94 - 0s - loss: 1.8522e-04 - mean_absolute_error: 0.0092 - val_loss: 3.6297e-04 - val_mean_absolute_error: 0.0100 - 170ms/epoch - 2ms/step
## Epoch 36/150
## 94/94 - 0s - loss: 1.9054e-04 - mean_absolute_error: 0.0093 - val_loss: 3.9566e-04 - val_mean_absolute_error: 0.0103 - 171ms/epoch - 2ms/step
## Epoch 37/150
## 94/94 - 0s - loss: 1.9685e-04 - mean_absolute_error: 0.0094 - val_loss: 3.8422e-04 - val_mean_absolute_error: 0.0106 - 171ms/epoch - 2ms/step
## Epoch 38/150
## 94/94 - 0s - loss: 1.7135e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5788e-04 - val_mean_absolute_error: 0.0099 - 181ms/epoch - 2ms/step
## Epoch 39/150
## 94/94 - 0s - loss: 1.8266e-04 - mean_absolute_error: 0.0092 - val_loss: 4.3321e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 40/150
## 94/94 - 0s - loss: 1.7435e-04 - mean_absolute_error: 0.0090 - val_loss: 3.8747e-04 - val_mean_absolute_error: 0.0100 - 180ms/epoch - 2ms/step
## Epoch 41/150
## 94/94 - 0s - loss: 1.6869e-04 - mean_absolute_error: 0.0088 - val_loss: 3.9463e-04 - val_mean_absolute_error: 0.0101 - 171ms/epoch - 2ms/step
## Epoch 42/150
## 94/94 - 0s - loss: 1.9568e-04 - mean_absolute_error: 0.0094 - val_loss: 4.2659e-04 - val_mean_absolute_error: 0.0109 - 181ms/epoch - 2ms/step
## Epoch 43/150
## 94/94 - 0s - loss: 1.7260e-04 - mean_absolute_error: 0.0089 - val_loss: 3.5625e-04 - val_mean_absolute_error: 0.0100 - 182ms/epoch - 2ms/step
## Epoch 44/150
## 94/94 - 0s - loss: 1.7562e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6817e-04 - val_mean_absolute_error: 0.0100 - 180ms/epoch - 2ms/step
## Epoch 45/150
## 94/94 - 0s - loss: 1.7508e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9798e-04 - val_mean_absolute_error: 0.0103 - 180ms/epoch - 2ms/step
## Epoch 46/150
## 94/94 - 0s - loss: 1.6352e-04 - mean_absolute_error: 0.0087 - val_loss: 3.9405e-04 - val_mean_absolute_error: 0.0100 - 178ms/epoch - 2ms/step
## Epoch 47/150
## 94/94 - 0s - loss: 1.6520e-04 - mean_absolute_error: 0.0088 - val_loss: 3.6262e-04 - val_mean_absolute_error: 0.0098 - 183ms/epoch - 2ms/step
## Epoch 48/150
## 94/94 - 0s - loss: 1.7775e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7815e-04 - val_mean_absolute_error: 0.0106 - 172ms/epoch - 2ms/step
## Epoch 49/150
## 94/94 - 0s - loss: 1.7657e-04 - mean_absolute_error: 0.0090 - val_loss: 3.5561e-04 - val_mean_absolute_error: 0.0099 - 173ms/epoch - 2ms/step
## Epoch 50/150
## 94/94 - 0s - loss: 1.6992e-04 - mean_absolute_error: 0.0089 - val_loss: 3.9603e-04 - val_mean_absolute_error: 0.0109 - 173ms/epoch - 2ms/step
## Epoch 51/150
## 94/94 - 0s - loss: 1.6215e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8201e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 52/150
## 94/94 - 0s - loss: 1.5914e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7279e-04 - val_mean_absolute_error: 0.0108 - 162ms/epoch - 2ms/step
## Epoch 53/150
## 94/94 - 0s - loss: 1.6206e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1638e-04 - val_mean_absolute_error: 0.0108 - 180ms/epoch - 2ms/step
## Epoch 54/150
## 94/94 - 0s - loss: 1.6974e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8487e-04 - val_mean_absolute_error: 0.0101 - 173ms/epoch - 2ms/step
## Epoch 55/150
## 94/94 - 0s - loss: 1.5817e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0879e-04 - val_mean_absolute_error: 0.0102 - 179ms/epoch - 2ms/step
## Epoch 56/150
## 94/94 - 0s - loss: 1.5553e-04 - mean_absolute_error: 0.0085 - val_loss: 4.3215e-04 - val_mean_absolute_error: 0.0104 - 180ms/epoch - 2ms/step
## Epoch 57/150
## 94/94 - 0s - loss: 1.6266e-04 - mean_absolute_error: 0.0087 - val_loss: 3.5936e-04 - val_mean_absolute_error: 0.0099 - 180ms/epoch - 2ms/step
## Epoch 58/150
## 94/94 - 0s - loss: 1.5737e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7149e-04 - val_mean_absolute_error: 0.0102 - 193ms/epoch - 2ms/step
## Epoch 59/150
## 94/94 - 0s - loss: 1.5763e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9009e-04 - val_mean_absolute_error: 0.0105 - 166ms/epoch - 2ms/step
## Epoch 60/150
## 94/94 - 0s - loss: 1.4918e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7937e-04 - val_mean_absolute_error: 0.0099 - 166ms/epoch - 2ms/step
## Epoch 61/150
## 94/94 - 0s - loss: 1.4591e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7693e-04 - val_mean_absolute_error: 0.0103 - 174ms/epoch - 2ms/step
## Epoch 62/150
## 94/94 - 0s - loss: 1.5270e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9276e-04 - val_mean_absolute_error: 0.0099 - 177ms/epoch - 2ms/step
## Epoch 63/150
## 94/94 - 0s - loss: 1.5016e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8180e-04 - val_mean_absolute_error: 0.0108 - 167ms/epoch - 2ms/step
## Epoch 64/150
## 94/94 - 0s - loss: 1.5409e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7984e-04 - val_mean_absolute_error: 0.0099 - 175ms/epoch - 2ms/step
## Epoch 65/150
## 94/94 - 0s - loss: 1.4337e-04 - mean_absolute_error: 0.0083 - val_loss: 3.4793e-04 - val_mean_absolute_error: 0.0099 - 181ms/epoch - 2ms/step
## Epoch 66/150
## 94/94 - 0s - loss: 1.5091e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0263e-04 - val_mean_absolute_error: 0.0103 - 185ms/epoch - 2ms/step
## Epoch 67/150
## 94/94 - 0s - loss: 1.5825e-04 - mean_absolute_error: 0.0086 - val_loss: 3.7771e-04 - val_mean_absolute_error: 0.0098 - 185ms/epoch - 2ms/step
## Epoch 68/150
## 94/94 - 0s - loss: 1.5116e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0856e-04 - val_mean_absolute_error: 0.0101 - 177ms/epoch - 2ms/step
## Epoch 69/150
## 94/94 - 0s - loss: 1.4543e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7368e-04 - val_mean_absolute_error: 0.0100 - 172ms/epoch - 2ms/step
## Epoch 70/150
## 94/94 - 0s - loss: 1.4405e-04 - mean_absolute_error: 0.0083 - val_loss: 3.8934e-04 - val_mean_absolute_error: 0.0105 - 176ms/epoch - 2ms/step
## Epoch 71/150
## 94/94 - 0s - loss: 1.4064e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8120e-04 - val_mean_absolute_error: 0.0099 - 175ms/epoch - 2ms/step
## Epoch 72/150
## 94/94 - 0s - loss: 1.3860e-04 - mean_absolute_error: 0.0081 - val_loss: 3.7786e-04 - val_mean_absolute_error: 0.0107 - 180ms/epoch - 2ms/step
## Epoch 73/150
## 94/94 - 0s - loss: 1.3778e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9583e-04 - val_mean_absolute_error: 0.0099 - 181ms/epoch - 2ms/step
## Epoch 74/150
## 94/94 - 0s - loss: 1.3889e-04 - mean_absolute_error: 0.0082 - val_loss: 3.7249e-04 - val_mean_absolute_error: 0.0101 - 179ms/epoch - 2ms/step
## Epoch 75/150
## 94/94 - 0s - loss: 1.3511e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8545e-04 - val_mean_absolute_error: 0.0100 - 183ms/epoch - 2ms/step
## Epoch 76/150
## 94/94 - 0s - loss: 1.3274e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8530e-04 - val_mean_absolute_error: 0.0101 - 180ms/epoch - 2ms/step
## Epoch 77/150
## 94/94 - 0s - loss: 1.4147e-04 - mean_absolute_error: 0.0082 - val_loss: 4.0883e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 78/150
## 94/94 - 0s - loss: 1.3383e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8659e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 79/150
## 94/94 - 0s - loss: 1.3039e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9670e-04 - val_mean_absolute_error: 0.0104 - 176ms/epoch - 2ms/step
## Epoch 80/150
## 94/94 - 0s - loss: 1.3273e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9557e-04 - val_mean_absolute_error: 0.0104 - 173ms/epoch - 2ms/step
## Epoch 81/150
## 94/94 - 0s - loss: 1.4092e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9522e-04 - val_mean_absolute_error: 0.0100 - 178ms/epoch - 2ms/step
## Epoch 82/150
## 94/94 - 0s - loss: 1.4613e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2007e-04 - val_mean_absolute_error: 0.0103 - 173ms/epoch - 2ms/step
## Epoch 83/150
## 94/94 - 0s - loss: 1.2926e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1026e-04 - val_mean_absolute_error: 0.0109 - 174ms/epoch - 2ms/step
## Epoch 84/150
## 94/94 - 0s - loss: 1.3574e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9063e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 85/150
## 94/94 - 0s - loss: 1.3284e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9102e-04 - val_mean_absolute_error: 0.0099 - 181ms/epoch - 2ms/step
## Epoch 86/150
## 94/94 - 0s - loss: 1.3875e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0339e-04 - val_mean_absolute_error: 0.0101 - 174ms/epoch - 2ms/step
## Epoch 87/150
## 94/94 - 0s - loss: 1.3086e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7815e-04 - val_mean_absolute_error: 0.0102 - 177ms/epoch - 2ms/step
## Epoch 88/150
## 94/94 - 0s - loss: 1.3115e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3787e-04 - val_mean_absolute_error: 0.0102 - 178ms/epoch - 2ms/step
## Epoch 89/150
## 94/94 - 0s - loss: 1.3342e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0980e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 90/150
## 94/94 - 0s - loss: 1.3396e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9360e-04 - val_mean_absolute_error: 0.0111 - 176ms/epoch - 2ms/step
## Epoch 91/150
## 94/94 - 0s - loss: 1.4415e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7965e-04 - val_mean_absolute_error: 0.0111 - 169ms/epoch - 2ms/step
## Epoch 92/150
## 94/94 - 0s - loss: 1.3715e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8666e-04 - val_mean_absolute_error: 0.0102 - 167ms/epoch - 2ms/step
## Epoch 93/150
## 94/94 - 0s - loss: 1.3258e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8473e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 94/150
## 94/94 - 0s - loss: 1.3440e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0316e-04 - val_mean_absolute_error: 0.0101 - 173ms/epoch - 2ms/step
## Epoch 95/150
## 94/94 - 0s - loss: 1.2704e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0119e-04 - val_mean_absolute_error: 0.0100 - 183ms/epoch - 2ms/step
## Epoch 96/150
## 94/94 - 0s - loss: 1.3147e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4069e-04 - val_mean_absolute_error: 0.0112 - 182ms/epoch - 2ms/step
## Epoch 97/150
## 94/94 - 0s - loss: 1.3014e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1457e-04 - val_mean_absolute_error: 0.0114 - 172ms/epoch - 2ms/step
## Epoch 98/150
## 94/94 - 0s - loss: 1.3006e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8884e-04 - val_mean_absolute_error: 0.0108 - 176ms/epoch - 2ms/step
## Epoch 99/150
## 94/94 - 0s - loss: 1.3163e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0132e-04 - val_mean_absolute_error: 0.0101 - 185ms/epoch - 2ms/step
## Epoch 100/150
## 94/94 - 0s - loss: 1.2915e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4792e-04 - val_mean_absolute_error: 0.0110 - 185ms/epoch - 2ms/step
## Epoch 101/150
## 94/94 - 0s - loss: 1.2270e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8771e-04 - val_mean_absolute_error: 0.0107 - 186ms/epoch - 2ms/step
## Epoch 102/150
## 94/94 - 0s - loss: 1.2747e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7477e-04 - val_mean_absolute_error: 0.0101 - 176ms/epoch - 2ms/step
## Epoch 103/150
## 94/94 - 0s - loss: 1.8339e-04 - mean_absolute_error: 0.0090 - val_loss: 3.9028e-04 - val_mean_absolute_error: 0.0102 - 176ms/epoch - 2ms/step
## Epoch 104/150
## 94/94 - 0s - loss: 1.3245e-04 - mean_absolute_error: 0.0079 - val_loss: 4.0609e-04 - val_mean_absolute_error: 0.0101 - 176ms/epoch - 2ms/step
## Epoch 105/150
## 94/94 - 0s - loss: 1.2482e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9598e-04 - val_mean_absolute_error: 0.0103 - 184ms/epoch - 2ms/step
## Epoch 106/150
## 94/94 - 0s - loss: 1.1882e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0771e-04 - val_mean_absolute_error: 0.0105 - 173ms/epoch - 2ms/step
## Epoch 107/150
## 94/94 - 0s - loss: 1.2626e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1529e-04 - val_mean_absolute_error: 0.0111 - 169ms/epoch - 2ms/step
## Epoch 108/150
## 94/94 - 0s - loss: 1.1783e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2265e-04 - val_mean_absolute_error: 0.0105 - 175ms/epoch - 2ms/step
## Epoch 109/150
## 94/94 - 0s - loss: 1.2348e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0805e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 110/150
## 94/94 - 0s - loss: 1.1341e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2699e-04 - val_mean_absolute_error: 0.0106 - 175ms/epoch - 2ms/step
## Epoch 111/150
## 94/94 - 0s - loss: 1.1814e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8875e-04 - val_mean_absolute_error: 0.0107 - 183ms/epoch - 2ms/step
## Epoch 112/150
## 94/94 - 0s - loss: 1.2937e-04 - mean_absolute_error: 0.0078 - val_loss: 3.7770e-04 - val_mean_absolute_error: 0.0101 - 176ms/epoch - 2ms/step
## Epoch 113/150
## 94/94 - 0s - loss: 1.1917e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0062e-04 - val_mean_absolute_error: 0.0104 - 186ms/epoch - 2ms/step
## Epoch 114/150
## 94/94 - 0s - loss: 1.1977e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1174e-04 - val_mean_absolute_error: 0.0105 - 172ms/epoch - 2ms/step
## Epoch 115/150
## 94/94 - 0s - loss: 1.1287e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8564e-04 - val_mean_absolute_error: 0.0106 - 176ms/epoch - 2ms/step
## Epoch 116/150
## 94/94 - 0s - loss: 1.1931e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3158e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 117/150
## 94/94 - 0s - loss: 1.2786e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2417e-04 - val_mean_absolute_error: 0.0114 - 181ms/epoch - 2ms/step
## Epoch 118/150
## 94/94 - 0s - loss: 1.1659e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9208e-04 - val_mean_absolute_error: 0.0101 - 178ms/epoch - 2ms/step
## Epoch 119/150
## 94/94 - 0s - loss: 1.1920e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1217e-04 - val_mean_absolute_error: 0.0111 - 176ms/epoch - 2ms/step
## Epoch 120/150
## 94/94 - 0s - loss: 1.1673e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2088e-04 - val_mean_absolute_error: 0.0105 - 183ms/epoch - 2ms/step
## Epoch 121/150
## 94/94 - 0s - loss: 1.1429e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0063e-04 - val_mean_absolute_error: 0.0105 - 178ms/epoch - 2ms/step
## Epoch 122/150
## 94/94 - 0s - loss: 1.2015e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1693e-04 - val_mean_absolute_error: 0.0107 - 185ms/epoch - 2ms/step
## Epoch 123/150
## 94/94 - 0s - loss: 1.1015e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0702e-04 - val_mean_absolute_error: 0.0101 - 174ms/epoch - 2ms/step
## Epoch 124/150
## 94/94 - 0s - loss: 1.1896e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5630e-04 - val_mean_absolute_error: 0.0110 - 181ms/epoch - 2ms/step
## Epoch 125/150
## 94/94 - 0s - loss: 1.1432e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8893e-04 - val_mean_absolute_error: 0.0100 - 175ms/epoch - 2ms/step
## Epoch 126/150
## 94/94 - 0s - loss: 1.1375e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1363e-04 - val_mean_absolute_error: 0.0100 - 177ms/epoch - 2ms/step
## Epoch 127/150
## 94/94 - 0s - loss: 1.1250e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9839e-04 - val_mean_absolute_error: 0.0100 - 176ms/epoch - 2ms/step
## Epoch 128/150
## 94/94 - 0s - loss: 1.1018e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0630e-04 - val_mean_absolute_error: 0.0102 - 184ms/epoch - 2ms/step
## Epoch 129/150
## 94/94 - 0s - loss: 1.1083e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1988e-04 - val_mean_absolute_error: 0.0108 - 176ms/epoch - 2ms/step
## Epoch 130/150
## 94/94 - 0s - loss: 1.0723e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0453e-04 - val_mean_absolute_error: 0.0107 - 164ms/epoch - 2ms/step
## Epoch 131/150
## 94/94 - 0s - loss: 1.1045e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1002e-04 - val_mean_absolute_error: 0.0100 - 175ms/epoch - 2ms/step
## Epoch 132/150
## 94/94 - 0s - loss: 1.0931e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2382e-04 - val_mean_absolute_error: 0.0105 - 177ms/epoch - 2ms/step
## Epoch 133/150
## 94/94 - 0s - loss: 1.0607e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0800e-04 - val_mean_absolute_error: 0.0103 - 180ms/epoch - 2ms/step
## Epoch 134/150
## 94/94 - 0s - loss: 1.1154e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1773e-04 - val_mean_absolute_error: 0.0109 - 180ms/epoch - 2ms/step
## Epoch 135/150
## 94/94 - 0s - loss: 1.2114e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3905e-04 - val_mean_absolute_error: 0.0104 - 176ms/epoch - 2ms/step
## Epoch 136/150
## 94/94 - 0s - loss: 1.1215e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3196e-04 - val_mean_absolute_error: 0.0109 - 176ms/epoch - 2ms/step
## Epoch 137/150
## 94/94 - 0s - loss: 1.1230e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3877e-04 - val_mean_absolute_error: 0.0121 - 189ms/epoch - 2ms/step
## Epoch 138/150
## 94/94 - 0s - loss: 1.1623e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3931e-04 - val_mean_absolute_error: 0.0108 - 184ms/epoch - 2ms/step
## Epoch 139/150
## 94/94 - 0s - loss: 1.1420e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0950e-04 - val_mean_absolute_error: 0.0102 - 175ms/epoch - 2ms/step
## Epoch 140/150
## 94/94 - 0s - loss: 1.0680e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1313e-04 - val_mean_absolute_error: 0.0102 - 177ms/epoch - 2ms/step
## Epoch 141/150
## 94/94 - 0s - loss: 1.2153e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2743e-04 - val_mean_absolute_error: 0.0110 - 182ms/epoch - 2ms/step
## Epoch 142/150
## 94/94 - 0s - loss: 1.1622e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3289e-04 - val_mean_absolute_error: 0.0105 - 174ms/epoch - 2ms/step
## Epoch 143/150
## 94/94 - 0s - loss: 1.1062e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2056e-04 - val_mean_absolute_error: 0.0107 - 177ms/epoch - 2ms/step
## Epoch 144/150
## 94/94 - 0s - loss: 1.0641e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2241e-04 - val_mean_absolute_error: 0.0102 - 176ms/epoch - 2ms/step
## Epoch 145/150
## 94/94 - 0s - loss: 1.0348e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0804e-04 - val_mean_absolute_error: 0.0100 - 183ms/epoch - 2ms/step
## Epoch 146/150
## 94/94 - 0s - loss: 1.0846e-04 - mean_absolute_error: 0.0073 - val_loss: 4.8619e-04 - val_mean_absolute_error: 0.0110 - 180ms/epoch - 2ms/step
## Epoch 147/150
## 94/94 - 0s - loss: 1.1530e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4360e-04 - val_mean_absolute_error: 0.0109 - 178ms/epoch - 2ms/step
## Epoch 148/150
## 94/94 - 0s - loss: 1.0346e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9515e-04 - val_mean_absolute_error: 0.0105 - 177ms/epoch - 2ms/step
## Epoch 149/150
## 94/94 - 0s - loss: 1.0763e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1638e-04 - val_mean_absolute_error: 0.0100 - 177ms/epoch - 2ms/step
## Epoch 150/150
## 94/94 - 0s - loss: 1.0661e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1123e-04 - val_mean_absolute_error: 0.0103 - 193ms/epoch - 2ms/step
## Epoch 1/200
## 94/94 - 1s - loss: 0.0019 - mean_absolute_error: 0.0283 - val_loss: 9.0488e-04 - val_mean_absolute_error: 0.0172 - 840ms/epoch - 9ms/step
## Epoch 2/200
## 94/94 - 0s - loss: 8.0429e-04 - mean_absolute_error: 0.0188 - val_loss: 7.1701e-04 - val_mean_absolute_error: 0.0148 - 190ms/epoch - 2ms/step
## Epoch 3/200
## 94/94 - 0s - loss: 6.3399e-04 - mean_absolute_error: 0.0162 - val_loss: 5.9538e-04 - val_mean_absolute_error: 0.0132 - 188ms/epoch - 2ms/step
## Epoch 4/200
## 94/94 - 0s - loss: 5.6177e-04 - mean_absolute_error: 0.0152 - val_loss: 6.5121e-04 - val_mean_absolute_error: 0.0143 - 183ms/epoch - 2ms/step
## Epoch 5/200
## 94/94 - 0s - loss: 5.1428e-04 - mean_absolute_error: 0.0145 - val_loss: 4.9196e-04 - val_mean_absolute_error: 0.0120 - 180ms/epoch - 2ms/step
## Epoch 6/200
## 94/94 - 0s - loss: 4.5585e-04 - mean_absolute_error: 0.0140 - val_loss: 5.9673e-04 - val_mean_absolute_error: 0.0141 - 179ms/epoch - 2ms/step
## Epoch 7/200
## 94/94 - 0s - loss: 4.2782e-04 - mean_absolute_error: 0.0134 - val_loss: 5.4723e-04 - val_mean_absolute_error: 0.0128 - 176ms/epoch - 2ms/step
## Epoch 8/200
## 94/94 - 0s - loss: 4.0036e-04 - mean_absolute_error: 0.0130 - val_loss: 4.9018e-04 - val_mean_absolute_error: 0.0122 - 181ms/epoch - 2ms/step
## Epoch 9/200
## 94/94 - 0s - loss: 3.8910e-04 - mean_absolute_error: 0.0127 - val_loss: 4.1847e-04 - val_mean_absolute_error: 0.0113 - 181ms/epoch - 2ms/step
## Epoch 10/200
## 94/94 - 0s - loss: 3.8265e-04 - mean_absolute_error: 0.0127 - val_loss: 4.7199e-04 - val_mean_absolute_error: 0.0114 - 180ms/epoch - 2ms/step
## Epoch 11/200
## 94/94 - 0s - loss: 3.5281e-04 - mean_absolute_error: 0.0121 - val_loss: 5.0408e-04 - val_mean_absolute_error: 0.0120 - 191ms/epoch - 2ms/step
## Epoch 12/200
## 94/94 - 0s - loss: 3.3800e-04 - mean_absolute_error: 0.0120 - val_loss: 4.9253e-04 - val_mean_absolute_error: 0.0117 - 180ms/epoch - 2ms/step
## Epoch 13/200
## 94/94 - 0s - loss: 3.3192e-04 - mean_absolute_error: 0.0117 - val_loss: 5.2385e-04 - val_mean_absolute_error: 0.0117 - 174ms/epoch - 2ms/step
## Epoch 14/200
## 94/94 - 0s - loss: 3.1344e-04 - mean_absolute_error: 0.0116 - val_loss: 5.2170e-04 - val_mean_absolute_error: 0.0120 - 186ms/epoch - 2ms/step
## Epoch 15/200
## 94/94 - 0s - loss: 2.9712e-04 - mean_absolute_error: 0.0114 - val_loss: 5.0039e-04 - val_mean_absolute_error: 0.0120 - 178ms/epoch - 2ms/step
## Epoch 16/200
## 94/94 - 0s - loss: 3.0061e-04 - mean_absolute_error: 0.0113 - val_loss: 4.5866e-04 - val_mean_absolute_error: 0.0122 - 178ms/epoch - 2ms/step
## Epoch 17/200
## 94/94 - 0s - loss: 2.9858e-04 - mean_absolute_error: 0.0113 - val_loss: 5.1081e-04 - val_mean_absolute_error: 0.0117 - 178ms/epoch - 2ms/step
## Epoch 18/200
## 94/94 - 0s - loss: 2.8134e-04 - mean_absolute_error: 0.0110 - val_loss: 4.6860e-04 - val_mean_absolute_error: 0.0113 - 181ms/epoch - 2ms/step
## Epoch 19/200
## 94/94 - 0s - loss: 2.7166e-04 - mean_absolute_error: 0.0107 - val_loss: 4.0287e-04 - val_mean_absolute_error: 0.0108 - 179ms/epoch - 2ms/step
## Epoch 20/200
## 94/94 - 0s - loss: 2.6822e-04 - mean_absolute_error: 0.0107 - val_loss: 5.0202e-04 - val_mean_absolute_error: 0.0120 - 179ms/epoch - 2ms/step
## Epoch 21/200
## 94/94 - 0s - loss: 2.6842e-04 - mean_absolute_error: 0.0109 - val_loss: 4.4983e-04 - val_mean_absolute_error: 0.0127 - 166ms/epoch - 2ms/step
## Epoch 22/200
## 94/94 - 0s - loss: 2.5868e-04 - mean_absolute_error: 0.0107 - val_loss: 4.4607e-04 - val_mean_absolute_error: 0.0111 - 179ms/epoch - 2ms/step
## Epoch 23/200
## 94/94 - 0s - loss: 2.5682e-04 - mean_absolute_error: 0.0105 - val_loss: 4.5190e-04 - val_mean_absolute_error: 0.0109 - 177ms/epoch - 2ms/step
## Epoch 24/200
## 94/94 - 0s - loss: 2.4226e-04 - mean_absolute_error: 0.0104 - val_loss: 4.4682e-04 - val_mean_absolute_error: 0.0108 - 174ms/epoch - 2ms/step
## Epoch 25/200
## 94/94 - 0s - loss: 2.5377e-04 - mean_absolute_error: 0.0105 - val_loss: 4.8557e-04 - val_mean_absolute_error: 0.0109 - 185ms/epoch - 2ms/step
## Epoch 26/200
## 94/94 - 0s - loss: 2.4088e-04 - mean_absolute_error: 0.0103 - val_loss: 4.1667e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 27/200
## 94/94 - 0s - loss: 2.2430e-04 - mean_absolute_error: 0.0100 - val_loss: 3.9975e-04 - val_mean_absolute_error: 0.0107 - 179ms/epoch - 2ms/step
## Epoch 28/200
## 94/94 - 0s - loss: 2.3359e-04 - mean_absolute_error: 0.0101 - val_loss: 3.9905e-04 - val_mean_absolute_error: 0.0104 - 180ms/epoch - 2ms/step
## Epoch 29/200
## 94/94 - 0s - loss: 2.3403e-04 - mean_absolute_error: 0.0100 - val_loss: 4.4957e-04 - val_mean_absolute_error: 0.0112 - 179ms/epoch - 2ms/step
## Epoch 30/200
## 94/94 - 0s - loss: 2.1931e-04 - mean_absolute_error: 0.0099 - val_loss: 3.8303e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 31/200
## 94/94 - 0s - loss: 2.1326e-04 - mean_absolute_error: 0.0099 - val_loss: 3.9564e-04 - val_mean_absolute_error: 0.0103 - 187ms/epoch - 2ms/step
## Epoch 32/200
## 94/94 - 0s - loss: 2.1962e-04 - mean_absolute_error: 0.0099 - val_loss: 4.7740e-04 - val_mean_absolute_error: 0.0109 - 172ms/epoch - 2ms/step
## Epoch 33/200
## 94/94 - 0s - loss: 2.2311e-04 - mean_absolute_error: 0.0100 - val_loss: 4.1106e-04 - val_mean_absolute_error: 0.0104 - 174ms/epoch - 2ms/step
## Epoch 34/200
## 94/94 - 0s - loss: 2.1093e-04 - mean_absolute_error: 0.0097 - val_loss: 5.0910e-04 - val_mean_absolute_error: 0.0119 - 182ms/epoch - 2ms/step
## Epoch 35/200
## 94/94 - 0s - loss: 2.1488e-04 - mean_absolute_error: 0.0099 - val_loss: 4.5134e-04 - val_mean_absolute_error: 0.0107 - 183ms/epoch - 2ms/step
## Epoch 36/200
## 94/94 - 0s - loss: 2.0949e-04 - mean_absolute_error: 0.0098 - val_loss: 3.9921e-04 - val_mean_absolute_error: 0.0107 - 178ms/epoch - 2ms/step
## Epoch 37/200
## 94/94 - 0s - loss: 2.1728e-04 - mean_absolute_error: 0.0100 - val_loss: 4.6990e-04 - val_mean_absolute_error: 0.0113 - 171ms/epoch - 2ms/step
## Epoch 38/200
## 94/94 - 0s - loss: 1.9885e-04 - mean_absolute_error: 0.0095 - val_loss: 4.4659e-04 - val_mean_absolute_error: 0.0107 - 166ms/epoch - 2ms/step
## Epoch 39/200
## 94/94 - 0s - loss: 2.0478e-04 - mean_absolute_error: 0.0096 - val_loss: 4.1702e-04 - val_mean_absolute_error: 0.0117 - 184ms/epoch - 2ms/step
## Epoch 40/200
## 94/94 - 0s - loss: 1.9998e-04 - mean_absolute_error: 0.0095 - val_loss: 4.4905e-04 - val_mean_absolute_error: 0.0107 - 171ms/epoch - 2ms/step
## Epoch 41/200
## 94/94 - 0s - loss: 1.9135e-04 - mean_absolute_error: 0.0094 - val_loss: 4.2972e-04 - val_mean_absolute_error: 0.0111 - 187ms/epoch - 2ms/step
## Epoch 42/200
## 94/94 - 0s - loss: 2.0144e-04 - mean_absolute_error: 0.0096 - val_loss: 4.3183e-04 - val_mean_absolute_error: 0.0108 - 183ms/epoch - 2ms/step
## Epoch 43/200
## 94/94 - 0s - loss: 1.9272e-04 - mean_absolute_error: 0.0094 - val_loss: 4.2490e-04 - val_mean_absolute_error: 0.0107 - 171ms/epoch - 2ms/step
## Epoch 44/200
## 94/94 - 0s - loss: 1.8641e-04 - mean_absolute_error: 0.0093 - val_loss: 4.2811e-04 - val_mean_absolute_error: 0.0107 - 185ms/epoch - 2ms/step
## Epoch 45/200
## 94/94 - 0s - loss: 1.9729e-04 - mean_absolute_error: 0.0095 - val_loss: 4.2593e-04 - val_mean_absolute_error: 0.0104 - 167ms/epoch - 2ms/step
## Epoch 46/200
## 94/94 - 0s - loss: 1.8861e-04 - mean_absolute_error: 0.0094 - val_loss: 4.0336e-04 - val_mean_absolute_error: 0.0107 - 170ms/epoch - 2ms/step
## Epoch 47/200
## 94/94 - 0s - loss: 1.7260e-04 - mean_absolute_error: 0.0091 - val_loss: 4.7562e-04 - val_mean_absolute_error: 0.0113 - 190ms/epoch - 2ms/step
## Epoch 48/200
## 94/94 - 0s - loss: 1.8807e-04 - mean_absolute_error: 0.0092 - val_loss: 5.1476e-04 - val_mean_absolute_error: 0.0123 - 175ms/epoch - 2ms/step
## Epoch 49/200
## 94/94 - 0s - loss: 1.8347e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0555e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 50/200
## 94/94 - 0s - loss: 1.6721e-04 - mean_absolute_error: 0.0090 - val_loss: 4.1395e-04 - val_mean_absolute_error: 0.0103 - 177ms/epoch - 2ms/step
## Epoch 51/200
## 94/94 - 0s - loss: 1.6385e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1277e-04 - val_mean_absolute_error: 0.0105 - 183ms/epoch - 2ms/step
## Epoch 52/200
## 94/94 - 0s - loss: 1.7108e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2009e-04 - val_mean_absolute_error: 0.0105 - 171ms/epoch - 2ms/step
## Epoch 53/200
## 94/94 - 0s - loss: 1.6624e-04 - mean_absolute_error: 0.0088 - val_loss: 5.4242e-04 - val_mean_absolute_error: 0.0121 - 179ms/epoch - 2ms/step
## Epoch 54/200
## 94/94 - 0s - loss: 1.7363e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0450e-04 - val_mean_absolute_error: 0.0102 - 182ms/epoch - 2ms/step
## Epoch 55/200
## 94/94 - 0s - loss: 1.8003e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2527e-04 - val_mean_absolute_error: 0.0109 - 177ms/epoch - 2ms/step
## Epoch 56/200
## 94/94 - 0s - loss: 1.7459e-04 - mean_absolute_error: 0.0090 - val_loss: 4.0926e-04 - val_mean_absolute_error: 0.0111 - 179ms/epoch - 2ms/step
## Epoch 57/200
## 94/94 - 0s - loss: 1.6871e-04 - mean_absolute_error: 0.0089 - val_loss: 4.0439e-04 - val_mean_absolute_error: 0.0101 - 185ms/epoch - 2ms/step
## Epoch 58/200
## 94/94 - 0s - loss: 1.7912e-04 - mean_absolute_error: 0.0091 - val_loss: 4.3130e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 59/200
## 94/94 - 0s - loss: 1.6433e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8123e-04 - val_mean_absolute_error: 0.0100 - 183ms/epoch - 2ms/step
## Epoch 60/200
## 94/94 - 0s - loss: 1.7284e-04 - mean_absolute_error: 0.0091 - val_loss: 4.5190e-04 - val_mean_absolute_error: 0.0107 - 173ms/epoch - 2ms/step
## Epoch 61/200
## 94/94 - 0s - loss: 1.6500e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3303e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 62/200
## 94/94 - 0s - loss: 1.6201e-04 - mean_absolute_error: 0.0088 - val_loss: 4.1676e-04 - val_mean_absolute_error: 0.0102 - 174ms/epoch - 2ms/step
## Epoch 63/200
## 94/94 - 0s - loss: 1.6955e-04 - mean_absolute_error: 0.0087 - val_loss: 4.3025e-04 - val_mean_absolute_error: 0.0106 - 174ms/epoch - 2ms/step
## Epoch 64/200
## 94/94 - 0s - loss: 1.6066e-04 - mean_absolute_error: 0.0087 - val_loss: 4.7575e-04 - val_mean_absolute_error: 0.0118 - 179ms/epoch - 2ms/step
## Epoch 65/200
## 94/94 - 0s - loss: 1.7253e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2548e-04 - val_mean_absolute_error: 0.0107 - 173ms/epoch - 2ms/step
## Epoch 66/200
## 94/94 - 0s - loss: 1.5729e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0566e-04 - val_mean_absolute_error: 0.0108 - 179ms/epoch - 2ms/step
## Epoch 67/200
## 94/94 - 0s - loss: 1.5371e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0340e-04 - val_mean_absolute_error: 0.0106 - 186ms/epoch - 2ms/step
## Epoch 68/200
## 94/94 - 0s - loss: 1.5850e-04 - mean_absolute_error: 0.0087 - val_loss: 4.4341e-04 - val_mean_absolute_error: 0.0114 - 181ms/epoch - 2ms/step
## Epoch 69/200
## 94/94 - 0s - loss: 1.5032e-04 - mean_absolute_error: 0.0085 - val_loss: 4.3847e-04 - val_mean_absolute_error: 0.0109 - 184ms/epoch - 2ms/step
## Epoch 70/200
## 94/94 - 0s - loss: 1.5116e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0279e-04 - val_mean_absolute_error: 0.0104 - 178ms/epoch - 2ms/step
## Epoch 71/200
## 94/94 - 0s - loss: 1.4969e-04 - mean_absolute_error: 0.0084 - val_loss: 4.5336e-04 - val_mean_absolute_error: 0.0111 - 169ms/epoch - 2ms/step
## Epoch 72/200
## 94/94 - 0s - loss: 1.5376e-04 - mean_absolute_error: 0.0085 - val_loss: 4.1317e-04 - val_mean_absolute_error: 0.0106 - 174ms/epoch - 2ms/step
## Epoch 73/200
## 94/94 - 0s - loss: 1.5059e-04 - mean_absolute_error: 0.0085 - val_loss: 4.7735e-04 - val_mean_absolute_error: 0.0108 - 187ms/epoch - 2ms/step
## Epoch 74/200
## 94/94 - 0s - loss: 1.5563e-04 - mean_absolute_error: 0.0086 - val_loss: 4.0201e-04 - val_mean_absolute_error: 0.0100 - 175ms/epoch - 2ms/step
## Epoch 75/200
## 94/94 - 0s - loss: 1.4810e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2135e-04 - val_mean_absolute_error: 0.0112 - 183ms/epoch - 2ms/step
## Epoch 76/200
## 94/94 - 0s - loss: 1.4498e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2564e-04 - val_mean_absolute_error: 0.0102 - 174ms/epoch - 2ms/step
## Epoch 77/200
## 94/94 - 0s - loss: 1.4368e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0530e-04 - val_mean_absolute_error: 0.0107 - 183ms/epoch - 2ms/step
## Epoch 78/200
## 94/94 - 0s - loss: 1.4905e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7457e-04 - val_mean_absolute_error: 0.0104 - 176ms/epoch - 2ms/step
## Epoch 79/200
## 94/94 - 0s - loss: 1.5100e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9592e-04 - val_mean_absolute_error: 0.0112 - 174ms/epoch - 2ms/step
## Epoch 80/200
## 94/94 - 0s - loss: 1.7268e-04 - mean_absolute_error: 0.0090 - val_loss: 4.2463e-04 - val_mean_absolute_error: 0.0104 - 168ms/epoch - 2ms/step
## Epoch 81/200
## 94/94 - 0s - loss: 1.4062e-04 - mean_absolute_error: 0.0083 - val_loss: 4.7788e-04 - val_mean_absolute_error: 0.0107 - 173ms/epoch - 2ms/step
## Epoch 82/200
## 94/94 - 0s - loss: 1.4928e-04 - mean_absolute_error: 0.0084 - val_loss: 4.2329e-04 - val_mean_absolute_error: 0.0111 - 166ms/epoch - 2ms/step
## Epoch 83/200
## 94/94 - 0s - loss: 1.4400e-04 - mean_absolute_error: 0.0083 - val_loss: 4.5055e-04 - val_mean_absolute_error: 0.0107 - 168ms/epoch - 2ms/step
## Epoch 84/200
## 94/94 - 0s - loss: 1.3992e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2603e-04 - val_mean_absolute_error: 0.0107 - 184ms/epoch - 2ms/step
## Epoch 85/200
## 94/94 - 0s - loss: 1.4345e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3314e-04 - val_mean_absolute_error: 0.0105 - 177ms/epoch - 2ms/step
## Epoch 86/200
## 94/94 - 0s - loss: 1.4603e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1670e-04 - val_mean_absolute_error: 0.0112 - 174ms/epoch - 2ms/step
## Epoch 87/200
## 94/94 - 0s - loss: 1.3949e-04 - mean_absolute_error: 0.0082 - val_loss: 4.5481e-04 - val_mean_absolute_error: 0.0104 - 193ms/epoch - 2ms/step
## Epoch 88/200
## 94/94 - 0s - loss: 1.4475e-04 - mean_absolute_error: 0.0083 - val_loss: 4.2180e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 89/200
## 94/94 - 0s - loss: 1.3883e-04 - mean_absolute_error: 0.0083 - val_loss: 4.3113e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 90/200
## 94/94 - 0s - loss: 1.4390e-04 - mean_absolute_error: 0.0084 - val_loss: 4.6157e-04 - val_mean_absolute_error: 0.0107 - 192ms/epoch - 2ms/step
## Epoch 91/200
## 94/94 - 0s - loss: 1.4255e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2079e-04 - val_mean_absolute_error: 0.0108 - 170ms/epoch - 2ms/step
## Epoch 92/200
## 94/94 - 0s - loss: 1.3503e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4398e-04 - val_mean_absolute_error: 0.0112 - 182ms/epoch - 2ms/step
## Epoch 93/200
## 94/94 - 0s - loss: 1.3787e-04 - mean_absolute_error: 0.0081 - val_loss: 4.5892e-04 - val_mean_absolute_error: 0.0105 - 173ms/epoch - 2ms/step
## Epoch 94/200
## 94/94 - 0s - loss: 1.3700e-04 - mean_absolute_error: 0.0081 - val_loss: 4.7463e-04 - val_mean_absolute_error: 0.0107 - 180ms/epoch - 2ms/step
## Epoch 95/200
## 94/94 - 0s - loss: 1.3995e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2201e-04 - val_mean_absolute_error: 0.0108 - 172ms/epoch - 2ms/step
## Epoch 96/200
## 94/94 - 0s - loss: 1.3050e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4511e-04 - val_mean_absolute_error: 0.0105 - 177ms/epoch - 2ms/step
## Epoch 97/200
## 94/94 - 0s - loss: 1.2903e-04 - mean_absolute_error: 0.0079 - val_loss: 4.4958e-04 - val_mean_absolute_error: 0.0121 - 170ms/epoch - 2ms/step
## Epoch 98/200
## 94/94 - 0s - loss: 1.3273e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6607e-04 - val_mean_absolute_error: 0.0108 - 184ms/epoch - 2ms/step
## Epoch 99/200
## 94/94 - 0s - loss: 1.2958e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3925e-04 - val_mean_absolute_error: 0.0116 - 170ms/epoch - 2ms/step
## Epoch 100/200
## 94/94 - 0s - loss: 1.3838e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0087e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 101/200
## 94/94 - 0s - loss: 1.3713e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0893e-04 - val_mean_absolute_error: 0.0102 - 172ms/epoch - 2ms/step
## Epoch 102/200
## 94/94 - 0s - loss: 1.3545e-04 - mean_absolute_error: 0.0081 - val_loss: 4.4753e-04 - val_mean_absolute_error: 0.0116 - 177ms/epoch - 2ms/step
## Epoch 103/200
## 94/94 - 0s - loss: 1.2828e-04 - mean_absolute_error: 0.0080 - val_loss: 5.0465e-04 - val_mean_absolute_error: 0.0114 - 176ms/epoch - 2ms/step
## Epoch 104/200
## 94/94 - 0s - loss: 1.4448e-04 - mean_absolute_error: 0.0082 - val_loss: 4.9912e-04 - val_mean_absolute_error: 0.0122 - 187ms/epoch - 2ms/step
## Epoch 105/200
## 94/94 - 0s - loss: 1.3401e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3533e-04 - val_mean_absolute_error: 0.0120 - 165ms/epoch - 2ms/step
## Epoch 106/200
## 94/94 - 0s - loss: 1.3347e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3603e-04 - val_mean_absolute_error: 0.0106 - 175ms/epoch - 2ms/step
## Epoch 107/200
## 94/94 - 0s - loss: 1.2396e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7596e-04 - val_mean_absolute_error: 0.0109 - 171ms/epoch - 2ms/step
## Epoch 108/200
## 94/94 - 0s - loss: 1.3099e-04 - mean_absolute_error: 0.0080 - val_loss: 4.2382e-04 - val_mean_absolute_error: 0.0115 - 186ms/epoch - 2ms/step
## Epoch 109/200
## 94/94 - 0s - loss: 1.2654e-04 - mean_absolute_error: 0.0080 - val_loss: 4.6242e-04 - val_mean_absolute_error: 0.0117 - 176ms/epoch - 2ms/step
## Epoch 110/200
## 94/94 - 0s - loss: 1.2646e-04 - mean_absolute_error: 0.0079 - val_loss: 4.2434e-04 - val_mean_absolute_error: 0.0104 - 170ms/epoch - 2ms/step
## Epoch 111/200
## 94/94 - 0s - loss: 1.2055e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5163e-04 - val_mean_absolute_error: 0.0107 - 187ms/epoch - 2ms/step
## Epoch 112/200
## 94/94 - 0s - loss: 1.2217e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3515e-04 - val_mean_absolute_error: 0.0103 - 185ms/epoch - 2ms/step
## Epoch 113/200
## 94/94 - 0s - loss: 1.2319e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2381e-04 - val_mean_absolute_error: 0.0112 - 181ms/epoch - 2ms/step
## Epoch 114/200
## 94/94 - 0s - loss: 1.3270e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0942e-04 - val_mean_absolute_error: 0.0103 - 177ms/epoch - 2ms/step
## Epoch 115/200
## 94/94 - 0s - loss: 1.2977e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9480e-04 - val_mean_absolute_error: 0.0103 - 187ms/epoch - 2ms/step
## Epoch 116/200
## 94/94 - 0s - loss: 1.2202e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4131e-04 - val_mean_absolute_error: 0.0105 - 174ms/epoch - 2ms/step
## Epoch 117/200
## 94/94 - 0s - loss: 1.3222e-04 - mean_absolute_error: 0.0079 - val_loss: 4.6512e-04 - val_mean_absolute_error: 0.0114 - 178ms/epoch - 2ms/step
## Epoch 118/200
## 94/94 - 0s - loss: 1.3681e-04 - mean_absolute_error: 0.0080 - val_loss: 4.5423e-04 - val_mean_absolute_error: 0.0116 - 179ms/epoch - 2ms/step
## Epoch 119/200
## 94/94 - 0s - loss: 1.2089e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5587e-04 - val_mean_absolute_error: 0.0109 - 174ms/epoch - 2ms/step
## Epoch 120/200
## 94/94 - 0s - loss: 1.2341e-04 - mean_absolute_error: 0.0077 - val_loss: 4.3004e-04 - val_mean_absolute_error: 0.0107 - 176ms/epoch - 2ms/step
## Epoch 121/200
## 94/94 - 0s - loss: 1.2370e-04 - mean_absolute_error: 0.0078 - val_loss: 4.5858e-04 - val_mean_absolute_error: 0.0107 - 176ms/epoch - 2ms/step
## Epoch 122/200
## 94/94 - 0s - loss: 1.3047e-04 - mean_absolute_error: 0.0079 - val_loss: 4.5936e-04 - val_mean_absolute_error: 0.0110 - 179ms/epoch - 2ms/step
## Epoch 123/200
## 94/94 - 0s - loss: 1.1885e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4673e-04 - val_mean_absolute_error: 0.0106 - 183ms/epoch - 2ms/step
## Epoch 124/200
## 94/94 - 0s - loss: 1.1535e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4289e-04 - val_mean_absolute_error: 0.0105 - 188ms/epoch - 2ms/step
## Epoch 125/200
## 94/94 - 0s - loss: 1.2624e-04 - mean_absolute_error: 0.0078 - val_loss: 4.2862e-04 - val_mean_absolute_error: 0.0107 - 184ms/epoch - 2ms/step
## Epoch 126/200
## 94/94 - 0s - loss: 1.1756e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2863e-04 - val_mean_absolute_error: 0.0112 - 183ms/epoch - 2ms/step
## Epoch 127/200
## 94/94 - 0s - loss: 1.1631e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3146e-04 - val_mean_absolute_error: 0.0107 - 173ms/epoch - 2ms/step
## Epoch 128/200
## 94/94 - 0s - loss: 1.1826e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0867e-04 - val_mean_absolute_error: 0.0105 - 185ms/epoch - 2ms/step
## Epoch 129/200
## 94/94 - 0s - loss: 1.3010e-04 - mean_absolute_error: 0.0079 - val_loss: 4.3886e-04 - val_mean_absolute_error: 0.0116 - 177ms/epoch - 2ms/step
## Epoch 130/200
## 94/94 - 0s - loss: 1.1958e-04 - mean_absolute_error: 0.0076 - val_loss: 4.3353e-04 - val_mean_absolute_error: 0.0111 - 179ms/epoch - 2ms/step
## Epoch 131/200
## 94/94 - 0s - loss: 1.1548e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6122e-04 - val_mean_absolute_error: 0.0105 - 178ms/epoch - 2ms/step
## Epoch 132/200
## 94/94 - 0s - loss: 1.1901e-04 - mean_absolute_error: 0.0077 - val_loss: 4.1468e-04 - val_mean_absolute_error: 0.0102 - 173ms/epoch - 2ms/step
## Epoch 133/200
## 94/94 - 0s - loss: 1.2491e-04 - mean_absolute_error: 0.0077 - val_loss: 4.5116e-04 - val_mean_absolute_error: 0.0116 - 179ms/epoch - 2ms/step
## Epoch 134/200
## 94/94 - 0s - loss: 1.2067e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3116e-04 - val_mean_absolute_error: 0.0104 - 180ms/epoch - 2ms/step
## Epoch 135/200
## 94/94 - 0s - loss: 1.1236e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3218e-04 - val_mean_absolute_error: 0.0102 - 188ms/epoch - 2ms/step
## Epoch 136/200
## 94/94 - 0s - loss: 1.1295e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4873e-04 - val_mean_absolute_error: 0.0104 - 182ms/epoch - 2ms/step
## Epoch 137/200
## 94/94 - 0s - loss: 1.1195e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4452e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 138/200
## 94/94 - 0s - loss: 1.1458e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0994e-04 - val_mean_absolute_error: 0.0103 - 173ms/epoch - 2ms/step
## Epoch 139/200
## 94/94 - 0s - loss: 1.1449e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4814e-04 - val_mean_absolute_error: 0.0111 - 174ms/epoch - 2ms/step
## Epoch 140/200
## 94/94 - 0s - loss: 1.2249e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4613e-04 - val_mean_absolute_error: 0.0105 - 186ms/epoch - 2ms/step
## Epoch 141/200
## 94/94 - 0s - loss: 1.2462e-04 - mean_absolute_error: 0.0078 - val_loss: 4.3032e-04 - val_mean_absolute_error: 0.0102 - 184ms/epoch - 2ms/step
## Epoch 142/200
## 94/94 - 0s - loss: 1.1994e-04 - mean_absolute_error: 0.0077 - val_loss: 4.4212e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 143/200
## 94/94 - 0s - loss: 1.2395e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4283e-04 - val_mean_absolute_error: 0.0110 - 180ms/epoch - 2ms/step
## Epoch 144/200
## 94/94 - 0s - loss: 1.1313e-04 - mean_absolute_error: 0.0075 - val_loss: 4.5465e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 145/200
## 94/94 - 0s - loss: 1.1541e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3895e-04 - val_mean_absolute_error: 0.0108 - 183ms/epoch - 2ms/step
## Epoch 146/200
## 94/94 - 0s - loss: 1.1502e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4781e-04 - val_mean_absolute_error: 0.0105 - 184ms/epoch - 2ms/step
## Epoch 147/200
## 94/94 - 0s - loss: 1.1199e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4291e-04 - val_mean_absolute_error: 0.0109 - 181ms/epoch - 2ms/step
## Epoch 148/200
## 94/94 - 0s - loss: 1.2028e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0467e-04 - val_mean_absolute_error: 0.0106 - 183ms/epoch - 2ms/step
## Epoch 149/200
## 94/94 - 0s - loss: 1.2067e-04 - mean_absolute_error: 0.0077 - val_loss: 4.7703e-04 - val_mean_absolute_error: 0.0120 - 171ms/epoch - 2ms/step
## Epoch 150/200
## 94/94 - 0s - loss: 1.1673e-04 - mean_absolute_error: 0.0076 - val_loss: 4.6835e-04 - val_mean_absolute_error: 0.0123 - 185ms/epoch - 2ms/step
## Epoch 151/200
## 94/94 - 0s - loss: 1.1205e-04 - mean_absolute_error: 0.0075 - val_loss: 4.2224e-04 - val_mean_absolute_error: 0.0106 - 191ms/epoch - 2ms/step
## Epoch 152/200
## 94/94 - 0s - loss: 1.1217e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4792e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 153/200
## 94/94 - 0s - loss: 1.0944e-04 - mean_absolute_error: 0.0075 - val_loss: 4.4749e-04 - val_mean_absolute_error: 0.0118 - 180ms/epoch - 2ms/step
## Epoch 154/200
## 94/94 - 0s - loss: 1.1876e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4165e-04 - val_mean_absolute_error: 0.0111 - 180ms/epoch - 2ms/step
## Epoch 155/200
## 94/94 - 0s - loss: 1.1632e-04 - mean_absolute_error: 0.0076 - val_loss: 4.4833e-04 - val_mean_absolute_error: 0.0102 - 218ms/epoch - 2ms/step
## Epoch 156/200
## 94/94 - 0s - loss: 1.0809e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4732e-04 - val_mean_absolute_error: 0.0106 - 165ms/epoch - 2ms/step
## Epoch 157/200
## 94/94 - 0s - loss: 1.0790e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5076e-04 - val_mean_absolute_error: 0.0107 - 171ms/epoch - 2ms/step
## Epoch 158/200
## 94/94 - 0s - loss: 1.0767e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2359e-04 - val_mean_absolute_error: 0.0107 - 172ms/epoch - 2ms/step
## Epoch 159/200
## 94/94 - 0s - loss: 1.0739e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5321e-04 - val_mean_absolute_error: 0.0106 - 196ms/epoch - 2ms/step
## Epoch 160/200
## 94/94 - 0s - loss: 1.0926e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2841e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 161/200
## 94/94 - 0s - loss: 1.1084e-04 - mean_absolute_error: 0.0074 - val_loss: 4.1399e-04 - val_mean_absolute_error: 0.0101 - 183ms/epoch - 2ms/step
## Epoch 162/200
## 94/94 - 0s - loss: 1.0849e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1909e-04 - val_mean_absolute_error: 0.0112 - 181ms/epoch - 2ms/step
## Epoch 163/200
## 94/94 - 0s - loss: 1.0689e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1736e-04 - val_mean_absolute_error: 0.0102 - 182ms/epoch - 2ms/step
## Epoch 164/200
## 94/94 - 0s - loss: 1.1028e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3230e-04 - val_mean_absolute_error: 0.0108 - 186ms/epoch - 2ms/step
## Epoch 165/200
## 94/94 - 0s - loss: 1.1196e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2114e-04 - val_mean_absolute_error: 0.0102 - 171ms/epoch - 2ms/step
## Epoch 166/200
## 94/94 - 0s - loss: 1.0993e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6937e-04 - val_mean_absolute_error: 0.0126 - 169ms/epoch - 2ms/step
## Epoch 167/200
## 94/94 - 0s - loss: 1.1585e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1946e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 168/200
## 94/94 - 0s - loss: 1.0387e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4334e-04 - val_mean_absolute_error: 0.0106 - 186ms/epoch - 2ms/step
## Epoch 169/200
## 94/94 - 0s - loss: 1.0204e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1253e-04 - val_mean_absolute_error: 0.0102 - 182ms/epoch - 2ms/step
## Epoch 170/200
## 94/94 - 0s - loss: 1.0166e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6201e-04 - val_mean_absolute_error: 0.0110 - 191ms/epoch - 2ms/step
## Epoch 171/200
## 94/94 - 0s - loss: 1.0704e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6638e-04 - val_mean_absolute_error: 0.0110 - 171ms/epoch - 2ms/step
## Epoch 172/200
## 94/94 - 0s - loss: 1.0440e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4107e-04 - val_mean_absolute_error: 0.0111 - 185ms/epoch - 2ms/step
## Epoch 173/200
## 94/94 - 0s - loss: 1.0629e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4457e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 174/200
## 94/94 - 0s - loss: 1.0569e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4908e-04 - val_mean_absolute_error: 0.0113 - 183ms/epoch - 2ms/step
## Epoch 175/200
## 94/94 - 0s - loss: 1.0161e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1922e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 176/200
## 94/94 - 0s - loss: 1.0821e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3971e-04 - val_mean_absolute_error: 0.0114 - 182ms/epoch - 2ms/step
## Epoch 177/200
## 94/94 - 0s - loss: 1.0822e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3426e-04 - val_mean_absolute_error: 0.0107 - 191ms/epoch - 2ms/step
## Epoch 178/200
## 94/94 - 0s - loss: 1.0844e-04 - mean_absolute_error: 0.0074 - val_loss: 4.3635e-04 - val_mean_absolute_error: 0.0104 - 182ms/epoch - 2ms/step
## Epoch 179/200
## 94/94 - 0s - loss: 1.0288e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3163e-04 - val_mean_absolute_error: 0.0112 - 185ms/epoch - 2ms/step
## Epoch 180/200
## 94/94 - 0s - loss: 1.0963e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4680e-04 - val_mean_absolute_error: 0.0101 - 186ms/epoch - 2ms/step
## Epoch 181/200
## 94/94 - 0s - loss: 1.0338e-04 - mean_absolute_error: 0.0072 - val_loss: 4.4964e-04 - val_mean_absolute_error: 0.0114 - 185ms/epoch - 2ms/step
## Epoch 182/200
## 94/94 - 0s - loss: 1.0657e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3615e-04 - val_mean_absolute_error: 0.0113 - 174ms/epoch - 2ms/step
## Epoch 183/200
## 94/94 - 0s - loss: 1.1789e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4899e-04 - val_mean_absolute_error: 0.0108 - 164ms/epoch - 2ms/step
## Epoch 184/200
## 94/94 - 0s - loss: 1.0245e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3971e-04 - val_mean_absolute_error: 0.0108 - 180ms/epoch - 2ms/step
## Epoch 185/200
## 94/94 - 0s - loss: 1.0469e-04 - mean_absolute_error: 0.0072 - val_loss: 4.9065e-04 - val_mean_absolute_error: 0.0109 - 176ms/epoch - 2ms/step
## Epoch 186/200
## 94/94 - 0s - loss: 1.0297e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5193e-04 - val_mean_absolute_error: 0.0113 - 180ms/epoch - 2ms/step
## Epoch 187/200
## 94/94 - 0s - loss: 9.9440e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3838e-04 - val_mean_absolute_error: 0.0107 - 177ms/epoch - 2ms/step
## Epoch 188/200
## 94/94 - 0s - loss: 1.0235e-04 - mean_absolute_error: 0.0071 - val_loss: 4.9478e-04 - val_mean_absolute_error: 0.0124 - 183ms/epoch - 2ms/step
## Epoch 189/200
## 94/94 - 0s - loss: 1.0816e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3900e-04 - val_mean_absolute_error: 0.0106 - 184ms/epoch - 2ms/step
## Epoch 190/200
## 94/94 - 0s - loss: 1.0200e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2747e-04 - val_mean_absolute_error: 0.0113 - 182ms/epoch - 2ms/step
## Epoch 191/200
## 94/94 - 0s - loss: 1.0423e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3164e-04 - val_mean_absolute_error: 0.0107 - 189ms/epoch - 2ms/step
## Epoch 192/200
## 94/94 - 0s - loss: 1.0851e-04 - mean_absolute_error: 0.0073 - val_loss: 4.4983e-04 - val_mean_absolute_error: 0.0103 - 190ms/epoch - 2ms/step
## Epoch 193/200
## 94/94 - 0s - loss: 9.9817e-05 - mean_absolute_error: 0.0071 - val_loss: 4.4512e-04 - val_mean_absolute_error: 0.0104 - 176ms/epoch - 2ms/step
## Epoch 194/200
## 94/94 - 0s - loss: 1.0106e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4505e-04 - val_mean_absolute_error: 0.0104 - 185ms/epoch - 2ms/step
## Epoch 195/200
## 94/94 - 0s - loss: 1.0734e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3250e-04 - val_mean_absolute_error: 0.0115 - 188ms/epoch - 2ms/step
## Epoch 196/200
## 94/94 - 0s - loss: 1.0256e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6007e-04 - val_mean_absolute_error: 0.0109 - 176ms/epoch - 2ms/step
## Epoch 197/200
## 94/94 - 0s - loss: 1.0708e-04 - mean_absolute_error: 0.0072 - val_loss: 4.5160e-04 - val_mean_absolute_error: 0.0115 - 177ms/epoch - 2ms/step
## Epoch 198/200
## 94/94 - 0s - loss: 1.1126e-04 - mean_absolute_error: 0.0074 - val_loss: 4.6507e-04 - val_mean_absolute_error: 0.0107 - 172ms/epoch - 2ms/step
## Epoch 199/200
## 94/94 - 0s - loss: 9.9131e-05 - mean_absolute_error: 0.0071 - val_loss: 4.5061e-04 - val_mean_absolute_error: 0.0108 - 186ms/epoch - 2ms/step
## Epoch 200/200
## 94/94 - 0s - loss: 1.0100e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1627e-04 - val_mean_absolute_error: 0.0101 - 188ms/epoch - 2ms/step
## Epoch 1/250
## 94/94 - 1s - loss: 0.0014 - mean_absolute_error: 0.0233 - val_loss: 6.4777e-04 - val_mean_absolute_error: 0.0135 - 836ms/epoch - 9ms/step
## Epoch 2/250
## 94/94 - 0s - loss: 6.0076e-04 - mean_absolute_error: 0.0156 - val_loss: 8.4466e-04 - val_mean_absolute_error: 0.0174 - 189ms/epoch - 2ms/step
## Epoch 3/250
## 94/94 - 0s - loss: 5.3279e-04 - mean_absolute_error: 0.0146 - val_loss: 7.2330e-04 - val_mean_absolute_error: 0.0164 - 173ms/epoch - 2ms/step
## Epoch 4/250
## 94/94 - 0s - loss: 4.6220e-04 - mean_absolute_error: 0.0135 - val_loss: 4.5866e-04 - val_mean_absolute_error: 0.0120 - 176ms/epoch - 2ms/step
## Epoch 5/250
## 94/94 - 0s - loss: 4.2330e-04 - mean_absolute_error: 0.0130 - val_loss: 5.5453e-04 - val_mean_absolute_error: 0.0123 - 167ms/epoch - 2ms/step
## Epoch 6/250
## 94/94 - 0s - loss: 3.6698e-04 - mean_absolute_error: 0.0122 - val_loss: 4.5333e-04 - val_mean_absolute_error: 0.0122 - 183ms/epoch - 2ms/step
## Epoch 7/250
## 94/94 - 0s - loss: 3.7505e-04 - mean_absolute_error: 0.0124 - val_loss: 4.4457e-04 - val_mean_absolute_error: 0.0113 - 186ms/epoch - 2ms/step
## Epoch 8/250
## 94/94 - 0s - loss: 3.5758e-04 - mean_absolute_error: 0.0119 - val_loss: 4.2402e-04 - val_mean_absolute_error: 0.0113 - 185ms/epoch - 2ms/step
## Epoch 9/250
## 94/94 - 0s - loss: 3.2765e-04 - mean_absolute_error: 0.0117 - val_loss: 3.9469e-04 - val_mean_absolute_error: 0.0110 - 182ms/epoch - 2ms/step
## Epoch 10/250
## 94/94 - 0s - loss: 3.2898e-04 - mean_absolute_error: 0.0117 - val_loss: 4.6732e-04 - val_mean_absolute_error: 0.0115 - 178ms/epoch - 2ms/step
## Epoch 11/250
## 94/94 - 0s - loss: 3.2231e-04 - mean_absolute_error: 0.0117 - val_loss: 4.6141e-04 - val_mean_absolute_error: 0.0114 - 174ms/epoch - 2ms/step
## Epoch 12/250
## 94/94 - 0s - loss: 3.0097e-04 - mean_absolute_error: 0.0111 - val_loss: 3.8078e-04 - val_mean_absolute_error: 0.0112 - 185ms/epoch - 2ms/step
## Epoch 13/250
## 94/94 - 0s - loss: 2.7921e-04 - mean_absolute_error: 0.0109 - val_loss: 3.9466e-04 - val_mean_absolute_error: 0.0108 - 167ms/epoch - 2ms/step
## Epoch 14/250
## 94/94 - 0s - loss: 2.6446e-04 - mean_absolute_error: 0.0107 - val_loss: 3.9427e-04 - val_mean_absolute_error: 0.0109 - 173ms/epoch - 2ms/step
## Epoch 15/250
## 94/94 - 0s - loss: 2.7171e-04 - mean_absolute_error: 0.0108 - val_loss: 4.3148e-04 - val_mean_absolute_error: 0.0114 - 186ms/epoch - 2ms/step
## Epoch 16/250
## 94/94 - 0s - loss: 2.6300e-04 - mean_absolute_error: 0.0106 - val_loss: 4.1234e-04 - val_mean_absolute_error: 0.0109 - 197ms/epoch - 2ms/step
## Epoch 17/250
## 94/94 - 0s - loss: 2.4269e-04 - mean_absolute_error: 0.0103 - val_loss: 4.0758e-04 - val_mean_absolute_error: 0.0110 - 173ms/epoch - 2ms/step
## Epoch 18/250
## 94/94 - 0s - loss: 2.5848e-04 - mean_absolute_error: 0.0104 - val_loss: 3.6047e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 19/250
## 94/94 - 0s - loss: 2.4264e-04 - mean_absolute_error: 0.0103 - val_loss: 3.7924e-04 - val_mean_absolute_error: 0.0106 - 175ms/epoch - 2ms/step
## Epoch 20/250
## 94/94 - 0s - loss: 2.3812e-04 - mean_absolute_error: 0.0101 - val_loss: 4.5225e-04 - val_mean_absolute_error: 0.0110 - 174ms/epoch - 2ms/step
## Epoch 21/250
## 94/94 - 0s - loss: 2.3227e-04 - mean_absolute_error: 0.0103 - val_loss: 3.8200e-04 - val_mean_absolute_error: 0.0111 - 167ms/epoch - 2ms/step
## Epoch 22/250
## 94/94 - 0s - loss: 2.2581e-04 - mean_absolute_error: 0.0099 - val_loss: 3.7456e-04 - val_mean_absolute_error: 0.0102 - 185ms/epoch - 2ms/step
## Epoch 23/250
## 94/94 - 0s - loss: 2.2164e-04 - mean_absolute_error: 0.0098 - val_loss: 3.7983e-04 - val_mean_absolute_error: 0.0102 - 181ms/epoch - 2ms/step
## Epoch 24/250
## 94/94 - 0s - loss: 2.2234e-04 - mean_absolute_error: 0.0099 - val_loss: 4.2005e-04 - val_mean_absolute_error: 0.0111 - 189ms/epoch - 2ms/step
## Epoch 25/250
## 94/94 - 0s - loss: 2.1711e-04 - mean_absolute_error: 0.0097 - val_loss: 4.3325e-04 - val_mean_absolute_error: 0.0106 - 185ms/epoch - 2ms/step
## Epoch 26/250
## 94/94 - 0s - loss: 2.0654e-04 - mean_absolute_error: 0.0096 - val_loss: 3.7516e-04 - val_mean_absolute_error: 0.0103 - 178ms/epoch - 2ms/step
## Epoch 27/250
## 94/94 - 0s - loss: 2.1322e-04 - mean_absolute_error: 0.0097 - val_loss: 4.5020e-04 - val_mean_absolute_error: 0.0109 - 277ms/epoch - 3ms/step
## Epoch 28/250
## 94/94 - 0s - loss: 2.1971e-04 - mean_absolute_error: 0.0098 - val_loss: 3.4936e-04 - val_mean_absolute_error: 0.0101 - 165ms/epoch - 2ms/step
## Epoch 29/250
## 94/94 - 0s - loss: 2.1624e-04 - mean_absolute_error: 0.0098 - val_loss: 3.6911e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 30/250
## 94/94 - 0s - loss: 2.0237e-04 - mean_absolute_error: 0.0095 - val_loss: 3.6759e-04 - val_mean_absolute_error: 0.0108 - 191ms/epoch - 2ms/step
## Epoch 31/250
## 94/94 - 0s - loss: 1.9508e-04 - mean_absolute_error: 0.0094 - val_loss: 3.6012e-04 - val_mean_absolute_error: 0.0101 - 189ms/epoch - 2ms/step
## Epoch 32/250
## 94/94 - 0s - loss: 1.8682e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8027e-04 - val_mean_absolute_error: 0.0103 - 171ms/epoch - 2ms/step
## Epoch 33/250
## 94/94 - 0s - loss: 2.0271e-04 - mean_absolute_error: 0.0095 - val_loss: 3.8522e-04 - val_mean_absolute_error: 0.0103 - 167ms/epoch - 2ms/step
## Epoch 34/250
## 94/94 - 0s - loss: 1.9885e-04 - mean_absolute_error: 0.0094 - val_loss: 3.7393e-04 - val_mean_absolute_error: 0.0102 - 178ms/epoch - 2ms/step
## Epoch 35/250
## 94/94 - 0s - loss: 1.9539e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8727e-04 - val_mean_absolute_error: 0.0101 - 227ms/epoch - 2ms/step
## Epoch 36/250
## 94/94 - 0s - loss: 1.8742e-04 - mean_absolute_error: 0.0092 - val_loss: 3.9943e-04 - val_mean_absolute_error: 0.0103 - 185ms/epoch - 2ms/step
## Epoch 37/250
## 94/94 - 0s - loss: 1.9286e-04 - mean_absolute_error: 0.0093 - val_loss: 3.8300e-04 - val_mean_absolute_error: 0.0100 - 181ms/epoch - 2ms/step
## Epoch 38/250
## 94/94 - 0s - loss: 1.8732e-04 - mean_absolute_error: 0.0093 - val_loss: 4.0779e-04 - val_mean_absolute_error: 0.0105 - 166ms/epoch - 2ms/step
## Epoch 39/250
## 94/94 - 0s - loss: 1.8366e-04 - mean_absolute_error: 0.0092 - val_loss: 4.0453e-04 - val_mean_absolute_error: 0.0102 - 184ms/epoch - 2ms/step
## Epoch 40/250
## 94/94 - 0s - loss: 1.8601e-04 - mean_absolute_error: 0.0092 - val_loss: 4.5956e-04 - val_mean_absolute_error: 0.0111 - 187ms/epoch - 2ms/step
## Epoch 41/250
## 94/94 - 0s - loss: 1.8458e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8687e-04 - val_mean_absolute_error: 0.0102 - 175ms/epoch - 2ms/step
## Epoch 42/250
## 94/94 - 0s - loss: 1.8414e-04 - mean_absolute_error: 0.0091 - val_loss: 3.6766e-04 - val_mean_absolute_error: 0.0100 - 187ms/epoch - 2ms/step
## Epoch 43/250
## 94/94 - 0s - loss: 1.8583e-04 - mean_absolute_error: 0.0091 - val_loss: 4.0866e-04 - val_mean_absolute_error: 0.0102 - 165ms/epoch - 2ms/step
## Epoch 44/250
## 94/94 - 0s - loss: 1.8326e-04 - mean_absolute_error: 0.0092 - val_loss: 3.8414e-04 - val_mean_absolute_error: 0.0104 - 169ms/epoch - 2ms/step
## Epoch 45/250
## 94/94 - 0s - loss: 1.7280e-04 - mean_absolute_error: 0.0089 - val_loss: 3.7189e-04 - val_mean_absolute_error: 0.0100 - 174ms/epoch - 2ms/step
## Epoch 46/250
## 94/94 - 0s - loss: 1.6794e-04 - mean_absolute_error: 0.0089 - val_loss: 3.8908e-04 - val_mean_absolute_error: 0.0105 - 185ms/epoch - 2ms/step
## Epoch 47/250
## 94/94 - 0s - loss: 1.8854e-04 - mean_absolute_error: 0.0092 - val_loss: 4.2273e-04 - val_mean_absolute_error: 0.0111 - 183ms/epoch - 2ms/step
## Epoch 48/250
## 94/94 - 0s - loss: 1.7081e-04 - mean_absolute_error: 0.0089 - val_loss: 4.2888e-04 - val_mean_absolute_error: 0.0104 - 181ms/epoch - 2ms/step
## Epoch 49/250
## 94/94 - 0s - loss: 1.6951e-04 - mean_absolute_error: 0.0089 - val_loss: 3.6006e-04 - val_mean_absolute_error: 0.0107 - 166ms/epoch - 2ms/step
## Epoch 50/250
## 94/94 - 0s - loss: 1.6651e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1695e-04 - val_mean_absolute_error: 0.0107 - 227ms/epoch - 2ms/step
## Epoch 51/250
## 94/94 - 0s - loss: 1.6069e-04 - mean_absolute_error: 0.0087 - val_loss: 4.1646e-04 - val_mean_absolute_error: 0.0109 - 169ms/epoch - 2ms/step
## Epoch 52/250
## 94/94 - 0s - loss: 1.6129e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4878e-04 - val_mean_absolute_error: 0.0099 - 166ms/epoch - 2ms/step
## Epoch 53/250
## 94/94 - 0s - loss: 1.6015e-04 - mean_absolute_error: 0.0087 - val_loss: 3.8829e-04 - val_mean_absolute_error: 0.0103 - 172ms/epoch - 2ms/step
## Epoch 54/250
## 94/94 - 0s - loss: 1.5719e-04 - mean_absolute_error: 0.0086 - val_loss: 4.2734e-04 - val_mean_absolute_error: 0.0104 - 183ms/epoch - 2ms/step
## Epoch 55/250
## 94/94 - 0s - loss: 1.5725e-04 - mean_absolute_error: 0.0085 - val_loss: 3.9103e-04 - val_mean_absolute_error: 0.0122 - 182ms/epoch - 2ms/step
## Epoch 56/250
## 94/94 - 0s - loss: 1.6047e-04 - mean_absolute_error: 0.0088 - val_loss: 3.8591e-04 - val_mean_absolute_error: 0.0101 - 175ms/epoch - 2ms/step
## Epoch 57/250
## 94/94 - 0s - loss: 1.6359e-04 - mean_absolute_error: 0.0086 - val_loss: 3.9756e-04 - val_mean_absolute_error: 0.0108 - 178ms/epoch - 2ms/step
## Epoch 58/250
## 94/94 - 0s - loss: 1.5953e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7094e-04 - val_mean_absolute_error: 0.0100 - 158ms/epoch - 2ms/step
## Epoch 59/250
## 94/94 - 0s - loss: 1.6107e-04 - mean_absolute_error: 0.0087 - val_loss: 3.7128e-04 - val_mean_absolute_error: 0.0101 - 167ms/epoch - 2ms/step
## Epoch 60/250
## 94/94 - 0s - loss: 1.5628e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6760e-04 - val_mean_absolute_error: 0.0100 - 171ms/epoch - 2ms/step
## Epoch 61/250
## 94/94 - 0s - loss: 1.5447e-04 - mean_absolute_error: 0.0085 - val_loss: 3.6564e-04 - val_mean_absolute_error: 0.0100 - 179ms/epoch - 2ms/step
## Epoch 62/250
## 94/94 - 0s - loss: 1.6621e-04 - mean_absolute_error: 0.0087 - val_loss: 3.4135e-04 - val_mean_absolute_error: 0.0098 - 179ms/epoch - 2ms/step
## Epoch 63/250
## 94/94 - 0s - loss: 1.5445e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7428e-04 - val_mean_absolute_error: 0.0102 - 237ms/epoch - 3ms/step
## Epoch 64/250
## 94/94 - 0s - loss: 1.6632e-04 - mean_absolute_error: 0.0086 - val_loss: 3.8218e-04 - val_mean_absolute_error: 0.0102 - 186ms/epoch - 2ms/step
## Epoch 65/250
## 94/94 - 0s - loss: 1.4307e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9765e-04 - val_mean_absolute_error: 0.0102 - 179ms/epoch - 2ms/step
## Epoch 66/250
## 94/94 - 0s - loss: 1.4958e-04 - mean_absolute_error: 0.0084 - val_loss: 3.8981e-04 - val_mean_absolute_error: 0.0101 - 170ms/epoch - 2ms/step
## Epoch 67/250
## 94/94 - 0s - loss: 1.5455e-04 - mean_absolute_error: 0.0086 - val_loss: 4.5207e-04 - val_mean_absolute_error: 0.0107 - 188ms/epoch - 2ms/step
## Epoch 68/250
## 94/94 - 0s - loss: 1.4645e-04 - mean_absolute_error: 0.0083 - val_loss: 4.0257e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 69/250
## 94/94 - 0s - loss: 1.4884e-04 - mean_absolute_error: 0.0084 - val_loss: 3.7950e-04 - val_mean_absolute_error: 0.0101 - 171ms/epoch - 2ms/step
## Epoch 70/250
## 94/94 - 0s - loss: 1.5006e-04 - mean_absolute_error: 0.0084 - val_loss: 3.9249e-04 - val_mean_absolute_error: 0.0099 - 187ms/epoch - 2ms/step
## Epoch 71/250
## 94/94 - 0s - loss: 1.4595e-04 - mean_absolute_error: 0.0083 - val_loss: 3.9104e-04 - val_mean_absolute_error: 0.0101 - 183ms/epoch - 2ms/step
## Epoch 72/250
## 94/94 - 0s - loss: 1.4806e-04 - mean_absolute_error: 0.0084 - val_loss: 4.0383e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 73/250
## 94/94 - 0s - loss: 1.4153e-04 - mean_absolute_error: 0.0082 - val_loss: 3.9768e-04 - val_mean_absolute_error: 0.0105 - 175ms/epoch - 2ms/step
## Epoch 74/250
## 94/94 - 0s - loss: 1.5314e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0665e-04 - val_mean_absolute_error: 0.0104 - 183ms/epoch - 2ms/step
## Epoch 75/250
## 94/94 - 0s - loss: 1.5797e-04 - mean_absolute_error: 0.0085 - val_loss: 4.0460e-04 - val_mean_absolute_error: 0.0104 - 173ms/epoch - 2ms/step
## Epoch 76/250
## 94/94 - 0s - loss: 1.4819e-04 - mean_absolute_error: 0.0083 - val_loss: 4.1688e-04 - val_mean_absolute_error: 0.0104 - 185ms/epoch - 2ms/step
## Epoch 77/250
## 94/94 - 0s - loss: 1.4496e-04 - mean_absolute_error: 0.0083 - val_loss: 3.7015e-04 - val_mean_absolute_error: 0.0101 - 174ms/epoch - 2ms/step
## Epoch 78/250
## 94/94 - 0s - loss: 1.4042e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8121e-04 - val_mean_absolute_error: 0.0101 - 176ms/epoch - 2ms/step
## Epoch 79/250
## 94/94 - 0s - loss: 1.5299e-04 - mean_absolute_error: 0.0084 - val_loss: 4.1474e-04 - val_mean_absolute_error: 0.0104 - 173ms/epoch - 2ms/step
## Epoch 80/250
## 94/94 - 0s - loss: 1.3480e-04 - mean_absolute_error: 0.0081 - val_loss: 3.8488e-04 - val_mean_absolute_error: 0.0106 - 167ms/epoch - 2ms/step
## Epoch 81/250
## 94/94 - 0s - loss: 1.4223e-04 - mean_absolute_error: 0.0082 - val_loss: 4.1707e-04 - val_mean_absolute_error: 0.0106 - 181ms/epoch - 2ms/step
## Epoch 82/250
## 94/94 - 0s - loss: 1.4324e-04 - mean_absolute_error: 0.0082 - val_loss: 4.2979e-04 - val_mean_absolute_error: 0.0106 - 167ms/epoch - 2ms/step
## Epoch 83/250
## 94/94 - 0s - loss: 1.3169e-04 - mean_absolute_error: 0.0080 - val_loss: 3.8646e-04 - val_mean_absolute_error: 0.0105 - 171ms/epoch - 2ms/step
## Epoch 84/250
## 94/94 - 0s - loss: 1.5299e-04 - mean_absolute_error: 0.0085 - val_loss: 3.7541e-04 - val_mean_absolute_error: 0.0105 - 175ms/epoch - 2ms/step
## Epoch 85/250
## 94/94 - 0s - loss: 1.4157e-04 - mean_absolute_error: 0.0082 - val_loss: 3.8281e-04 - val_mean_absolute_error: 0.0106 - 179ms/epoch - 2ms/step
## Epoch 86/250
## 94/94 - 0s - loss: 1.3480e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0299e-04 - val_mean_absolute_error: 0.0104 - 321ms/epoch - 3ms/step
## Epoch 87/250
## 94/94 - 0s - loss: 1.3385e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7546e-04 - val_mean_absolute_error: 0.0101 - 171ms/epoch - 2ms/step
## Epoch 88/250
## 94/94 - 0s - loss: 1.3548e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0228e-04 - val_mean_absolute_error: 0.0103 - 170ms/epoch - 2ms/step
## Epoch 89/250
## 94/94 - 0s - loss: 1.2768e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7235e-04 - val_mean_absolute_error: 0.0101 - 186ms/epoch - 2ms/step
## Epoch 90/250
## 94/94 - 0s - loss: 1.3317e-04 - mean_absolute_error: 0.0080 - val_loss: 4.0095e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 91/250
## 94/94 - 0s - loss: 1.3961e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9686e-04 - val_mean_absolute_error: 0.0101 - 182ms/epoch - 2ms/step
## Epoch 92/250
## 94/94 - 0s - loss: 1.3846e-04 - mean_absolute_error: 0.0081 - val_loss: 3.6548e-04 - val_mean_absolute_error: 0.0099 - 168ms/epoch - 2ms/step
## Epoch 93/250
## 94/94 - 0s - loss: 1.3081e-04 - mean_absolute_error: 0.0080 - val_loss: 3.5447e-04 - val_mean_absolute_error: 0.0098 - 165ms/epoch - 2ms/step
## Epoch 94/250
## 94/94 - 0s - loss: 1.3135e-04 - mean_absolute_error: 0.0080 - val_loss: 3.7872e-04 - val_mean_absolute_error: 0.0109 - 166ms/epoch - 2ms/step
## Epoch 95/250
## 94/94 - 0s - loss: 1.3193e-04 - mean_absolute_error: 0.0081 - val_loss: 3.9480e-04 - val_mean_absolute_error: 0.0102 - 187ms/epoch - 2ms/step
## Epoch 96/250
## 94/94 - 0s - loss: 1.3193e-04 - mean_absolute_error: 0.0080 - val_loss: 4.1015e-04 - val_mean_absolute_error: 0.0105 - 180ms/epoch - 2ms/step
## Epoch 97/250
## 94/94 - 0s - loss: 1.3036e-04 - mean_absolute_error: 0.0080 - val_loss: 3.9732e-04 - val_mean_absolute_error: 0.0108 - 182ms/epoch - 2ms/step
## Epoch 98/250
## 94/94 - 0s - loss: 1.3199e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8884e-04 - val_mean_absolute_error: 0.0108 - 169ms/epoch - 2ms/step
## Epoch 99/250
## 94/94 - 0s - loss: 1.3154e-04 - mean_absolute_error: 0.0079 - val_loss: 3.8102e-04 - val_mean_absolute_error: 0.0102 - 228ms/epoch - 2ms/step
## Epoch 100/250
## 94/94 - 0s - loss: 1.2701e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1582e-04 - val_mean_absolute_error: 0.0102 - 167ms/epoch - 2ms/step
## Epoch 101/250
## 94/94 - 0s - loss: 1.2908e-04 - mean_absolute_error: 0.0080 - val_loss: 4.3359e-04 - val_mean_absolute_error: 0.0106 - 168ms/epoch - 2ms/step
## Epoch 102/250
## 94/94 - 0s - loss: 1.2703e-04 - mean_absolute_error: 0.0079 - val_loss: 3.5821e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 103/250
## 94/94 - 0s - loss: 1.2370e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8942e-04 - val_mean_absolute_error: 0.0101 - 182ms/epoch - 2ms/step
## Epoch 104/250
## 94/94 - 0s - loss: 1.2385e-04 - mean_absolute_error: 0.0078 - val_loss: 3.8381e-04 - val_mean_absolute_error: 0.0101 - 185ms/epoch - 2ms/step
## Epoch 105/250
## 94/94 - 0s - loss: 1.1909e-04 - mean_absolute_error: 0.0077 - val_loss: 4.0586e-04 - val_mean_absolute_error: 0.0102 - 172ms/epoch - 2ms/step
## Epoch 106/250
## 94/94 - 0s - loss: 1.2679e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1227e-04 - val_mean_absolute_error: 0.0100 - 170ms/epoch - 2ms/step
## Epoch 107/250
## 94/94 - 0s - loss: 1.2036e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8596e-04 - val_mean_absolute_error: 0.0105 - 178ms/epoch - 2ms/step
## Epoch 108/250
## 94/94 - 0s - loss: 1.2148e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9294e-04 - val_mean_absolute_error: 0.0110 - 177ms/epoch - 2ms/step
## Epoch 109/250
## 94/94 - 0s - loss: 1.2613e-04 - mean_absolute_error: 0.0078 - val_loss: 4.4926e-04 - val_mean_absolute_error: 0.0122 - 175ms/epoch - 2ms/step
## Epoch 110/250
## 94/94 - 0s - loss: 1.2761e-04 - mean_absolute_error: 0.0079 - val_loss: 3.7373e-04 - val_mean_absolute_error: 0.0100 - 169ms/epoch - 2ms/step
## Epoch 111/250
## 94/94 - 0s - loss: 1.3424e-04 - mean_absolute_error: 0.0081 - val_loss: 4.3827e-04 - val_mean_absolute_error: 0.0111 - 170ms/epoch - 2ms/step
## Epoch 112/250
## 94/94 - 0s - loss: 1.2181e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8211e-04 - val_mean_absolute_error: 0.0100 - 252ms/epoch - 3ms/step
## Epoch 113/250
## 94/94 - 0s - loss: 1.2389e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0125e-04 - val_mean_absolute_error: 0.0104 - 183ms/epoch - 2ms/step
## Epoch 114/250
## 94/94 - 0s - loss: 1.2206e-04 - mean_absolute_error: 0.0078 - val_loss: 3.9528e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 115/250
## 94/94 - 0s - loss: 1.1536e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8788e-04 - val_mean_absolute_error: 0.0106 - 164ms/epoch - 2ms/step
## Epoch 116/250
## 94/94 - 0s - loss: 1.1939e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8908e-04 - val_mean_absolute_error: 0.0102 - 172ms/epoch - 2ms/step
## Epoch 117/250
## 94/94 - 0s - loss: 1.2224e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7125e-04 - val_mean_absolute_error: 0.0102 - 173ms/epoch - 2ms/step
## Epoch 118/250
## 94/94 - 0s - loss: 1.1624e-04 - mean_absolute_error: 0.0076 - val_loss: 4.1163e-04 - val_mean_absolute_error: 0.0101 - 163ms/epoch - 2ms/step
## Epoch 119/250
## 94/94 - 0s - loss: 1.2306e-04 - mean_absolute_error: 0.0077 - val_loss: 3.7352e-04 - val_mean_absolute_error: 0.0102 - 171ms/epoch - 2ms/step
## Epoch 120/250
## 94/94 - 0s - loss: 1.2820e-04 - mean_absolute_error: 0.0079 - val_loss: 3.9133e-04 - val_mean_absolute_error: 0.0104 - 171ms/epoch - 2ms/step
## Epoch 121/250
## 94/94 - 0s - loss: 1.2141e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9746e-04 - val_mean_absolute_error: 0.0106 - 177ms/epoch - 2ms/step
## Epoch 122/250
## 94/94 - 0s - loss: 1.1589e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0537e-04 - val_mean_absolute_error: 0.0103 - 181ms/epoch - 2ms/step
## Epoch 123/250
## 94/94 - 0s - loss: 1.2160e-04 - mean_absolute_error: 0.0077 - val_loss: 3.8780e-04 - val_mean_absolute_error: 0.0107 - 181ms/epoch - 2ms/step
## Epoch 124/250
## 94/94 - 0s - loss: 1.1586e-04 - mean_absolute_error: 0.0075 - val_loss: 3.6983e-04 - val_mean_absolute_error: 0.0102 - 173ms/epoch - 2ms/step
## Epoch 125/250
## 94/94 - 0s - loss: 1.1258e-04 - mean_absolute_error: 0.0075 - val_loss: 3.7945e-04 - val_mean_absolute_error: 0.0101 - 170ms/epoch - 2ms/step
## Epoch 126/250
## 94/94 - 0s - loss: 1.1216e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9633e-04 - val_mean_absolute_error: 0.0101 - 172ms/epoch - 2ms/step
## Epoch 127/250
## 94/94 - 0s - loss: 1.1800e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8975e-04 - val_mean_absolute_error: 0.0105 - 169ms/epoch - 2ms/step
## Epoch 128/250
## 94/94 - 0s - loss: 1.1562e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1771e-04 - val_mean_absolute_error: 0.0101 - 182ms/epoch - 2ms/step
## Epoch 129/250
## 94/94 - 0s - loss: 1.1854e-04 - mean_absolute_error: 0.0075 - val_loss: 4.3361e-04 - val_mean_absolute_error: 0.0110 - 183ms/epoch - 2ms/step
## Epoch 130/250
## 94/94 - 0s - loss: 1.1862e-04 - mean_absolute_error: 0.0076 - val_loss: 3.7282e-04 - val_mean_absolute_error: 0.0107 - 182ms/epoch - 2ms/step
## Epoch 131/250
## 94/94 - 0s - loss: 1.1917e-04 - mean_absolute_error: 0.0076 - val_loss: 4.0733e-04 - val_mean_absolute_error: 0.0116 - 181ms/epoch - 2ms/step
## Epoch 132/250
## 94/94 - 0s - loss: 1.2318e-04 - mean_absolute_error: 0.0078 - val_loss: 4.1417e-04 - val_mean_absolute_error: 0.0111 - 211ms/epoch - 2ms/step
## Epoch 133/250
## 94/94 - 0s - loss: 1.2394e-04 - mean_absolute_error: 0.0077 - val_loss: 4.2270e-04 - val_mean_absolute_error: 0.0100 - 209ms/epoch - 2ms/step
## Epoch 134/250
## 94/94 - 0s - loss: 1.3270e-04 - mean_absolute_error: 0.0081 - val_loss: 4.0139e-04 - val_mean_absolute_error: 0.0105 - 191ms/epoch - 2ms/step
## Epoch 135/250
## 94/94 - 0s - loss: 1.1276e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8065e-04 - val_mean_absolute_error: 0.0101 - 169ms/epoch - 2ms/step
## Epoch 136/250
## 94/94 - 0s - loss: 1.2110e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9415e-04 - val_mean_absolute_error: 0.0108 - 255ms/epoch - 3ms/step
## Epoch 137/250
## 94/94 - 0s - loss: 1.2194e-04 - mean_absolute_error: 0.0077 - val_loss: 3.9198e-04 - val_mean_absolute_error: 0.0108 - 176ms/epoch - 2ms/step
## Epoch 138/250
## 94/94 - 0s - loss: 1.2240e-04 - mean_absolute_error: 0.0079 - val_loss: 4.1029e-04 - val_mean_absolute_error: 0.0108 - 183ms/epoch - 2ms/step
## Epoch 139/250
## 94/94 - 0s - loss: 1.0897e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9409e-04 - val_mean_absolute_error: 0.0100 - 175ms/epoch - 2ms/step
## Epoch 140/250
## 94/94 - 0s - loss: 1.1275e-04 - mean_absolute_error: 0.0075 - val_loss: 4.1111e-04 - val_mean_absolute_error: 0.0116 - 217ms/epoch - 2ms/step
## Epoch 141/250
## 94/94 - 0s - loss: 1.1708e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9535e-04 - val_mean_absolute_error: 0.0102 - 172ms/epoch - 2ms/step
## Epoch 142/250
## 94/94 - 0s - loss: 1.1777e-04 - mean_absolute_error: 0.0076 - val_loss: 3.9474e-04 - val_mean_absolute_error: 0.0100 - 173ms/epoch - 2ms/step
## Epoch 143/250
## 94/94 - 0s - loss: 1.1602e-04 - mean_absolute_error: 0.0076 - val_loss: 3.8951e-04 - val_mean_absolute_error: 0.0100 - 164ms/epoch - 2ms/step
## Epoch 144/250
## 94/94 - 0s - loss: 1.1419e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9379e-04 - val_mean_absolute_error: 0.0105 - 169ms/epoch - 2ms/step
## Epoch 145/250
## 94/94 - 0s - loss: 1.1615e-04 - mean_absolute_error: 0.0075 - val_loss: 3.8487e-04 - val_mean_absolute_error: 0.0099 - 179ms/epoch - 2ms/step
## Epoch 146/250
## 94/94 - 0s - loss: 1.1727e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0305e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 147/250
## 94/94 - 0s - loss: 1.2579e-04 - mean_absolute_error: 0.0078 - val_loss: 4.0678e-04 - val_mean_absolute_error: 0.0103 - 174ms/epoch - 2ms/step
## Epoch 148/250
## 94/94 - 0s - loss: 1.0933e-04 - mean_absolute_error: 0.0074 - val_loss: 4.0729e-04 - val_mean_absolute_error: 0.0105 - 176ms/epoch - 2ms/step
## Epoch 149/250
## 94/94 - 0s - loss: 1.1634e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0319e-04 - val_mean_absolute_error: 0.0112 - 183ms/epoch - 2ms/step
## Epoch 150/250
## 94/94 - 0s - loss: 1.1234e-04 - mean_absolute_error: 0.0074 - val_loss: 4.5697e-04 - val_mean_absolute_error: 0.0108 - 194ms/epoch - 2ms/step
## Epoch 151/250
## 94/94 - 0s - loss: 1.0839e-04 - mean_absolute_error: 0.0074 - val_loss: 3.9264e-04 - val_mean_absolute_error: 0.0102 - 183ms/epoch - 2ms/step
## Epoch 152/250
## 94/94 - 0s - loss: 1.0849e-04 - mean_absolute_error: 0.0074 - val_loss: 4.2138e-04 - val_mean_absolute_error: 0.0103 - 186ms/epoch - 2ms/step
## Epoch 153/250
## 94/94 - 0s - loss: 1.0977e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9766e-04 - val_mean_absolute_error: 0.0101 - 174ms/epoch - 2ms/step
## Epoch 154/250
## 94/94 - 0s - loss: 1.0604e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0268e-04 - val_mean_absolute_error: 0.0104 - 187ms/epoch - 2ms/step
## Epoch 155/250
## 94/94 - 0s - loss: 1.1158e-04 - mean_absolute_error: 0.0075 - val_loss: 4.0478e-04 - val_mean_absolute_error: 0.0114 - 195ms/epoch - 2ms/step
## Epoch 156/250
## 94/94 - 0s - loss: 1.0554e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0967e-04 - val_mean_absolute_error: 0.0103 - 180ms/epoch - 2ms/step
## Epoch 157/250
## 94/94 - 0s - loss: 1.0454e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9288e-04 - val_mean_absolute_error: 0.0101 - 184ms/epoch - 2ms/step
## Epoch 158/250
## 94/94 - 0s - loss: 1.0809e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9342e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 159/250
## 94/94 - 0s - loss: 1.0619e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2712e-04 - val_mean_absolute_error: 0.0107 - 179ms/epoch - 2ms/step
## Epoch 160/250
## 94/94 - 0s - loss: 1.0777e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1351e-04 - val_mean_absolute_error: 0.0108 - 179ms/epoch - 2ms/step
## Epoch 161/250
## 94/94 - 0s - loss: 1.1615e-04 - mean_absolute_error: 0.0075 - val_loss: 3.9974e-04 - val_mean_absolute_error: 0.0103 - 180ms/epoch - 2ms/step
## Epoch 162/250
## 94/94 - 0s - loss: 1.0084e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0220e-04 - val_mean_absolute_error: 0.0103 - 193ms/epoch - 2ms/step
## Epoch 163/250
## 94/94 - 0s - loss: 1.0851e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0549e-04 - val_mean_absolute_error: 0.0105 - 181ms/epoch - 2ms/step
## Epoch 164/250
## 94/94 - 0s - loss: 1.0045e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0394e-04 - val_mean_absolute_error: 0.0102 - 178ms/epoch - 2ms/step
## Epoch 165/250
## 94/94 - 0s - loss: 1.0397e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9205e-04 - val_mean_absolute_error: 0.0103 - 165ms/epoch - 2ms/step
## Epoch 166/250
## 94/94 - 0s - loss: 1.0746e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1758e-04 - val_mean_absolute_error: 0.0105 - 177ms/epoch - 2ms/step
## Epoch 167/250
## 94/94 - 0s - loss: 1.0605e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2392e-04 - val_mean_absolute_error: 0.0103 - 185ms/epoch - 2ms/step
## Epoch 168/250
## 94/94 - 0s - loss: 1.0539e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9119e-04 - val_mean_absolute_error: 0.0103 - 192ms/epoch - 2ms/step
## Epoch 169/250
## 94/94 - 0s - loss: 1.0373e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2654e-04 - val_mean_absolute_error: 0.0104 - 167ms/epoch - 2ms/step
## Epoch 170/250
## 94/94 - 0s - loss: 1.1077e-04 - mean_absolute_error: 0.0073 - val_loss: 4.1085e-04 - val_mean_absolute_error: 0.0101 - 176ms/epoch - 2ms/step
## Epoch 171/250
## 94/94 - 0s - loss: 1.1071e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3231e-04 - val_mean_absolute_error: 0.0105 - 182ms/epoch - 2ms/step
## Epoch 172/250
## 94/94 - 0s - loss: 1.0354e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0013e-04 - val_mean_absolute_error: 0.0108 - 181ms/epoch - 2ms/step
## Epoch 173/250
## 94/94 - 0s - loss: 1.0729e-04 - mean_absolute_error: 0.0073 - val_loss: 3.9172e-04 - val_mean_absolute_error: 0.0102 - 183ms/epoch - 2ms/step
## Epoch 174/250
## 94/94 - 0s - loss: 1.0523e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0634e-04 - val_mean_absolute_error: 0.0104 - 186ms/epoch - 2ms/step
## Epoch 175/250
## 94/94 - 0s - loss: 1.0837e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0122e-04 - val_mean_absolute_error: 0.0107 - 167ms/epoch - 2ms/step
## Epoch 176/250
## 94/94 - 0s - loss: 1.0282e-04 - mean_absolute_error: 0.0072 - val_loss: 4.3537e-04 - val_mean_absolute_error: 0.0110 - 186ms/epoch - 2ms/step
## Epoch 177/250
## 94/94 - 0s - loss: 1.0710e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0683e-04 - val_mean_absolute_error: 0.0106 - 170ms/epoch - 2ms/step
## Epoch 178/250
## 94/94 - 0s - loss: 1.0199e-04 - mean_absolute_error: 0.0071 - val_loss: 4.7631e-04 - val_mean_absolute_error: 0.0114 - 181ms/epoch - 2ms/step
## Epoch 179/250
## 94/94 - 0s - loss: 1.0526e-04 - mean_absolute_error: 0.0073 - val_loss: 4.3977e-04 - val_mean_absolute_error: 0.0106 - 177ms/epoch - 2ms/step
## Epoch 180/250
## 94/94 - 0s - loss: 1.0417e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0149e-04 - val_mean_absolute_error: 0.0105 - 185ms/epoch - 2ms/step
## Epoch 181/250
## 94/94 - 0s - loss: 9.9877e-05 - mean_absolute_error: 0.0071 - val_loss: 4.0261e-04 - val_mean_absolute_error: 0.0102 - 167ms/epoch - 2ms/step
## Epoch 182/250
## 94/94 - 0s - loss: 1.1034e-04 - mean_absolute_error: 0.0073 - val_loss: 3.8350e-04 - val_mean_absolute_error: 0.0102 - 167ms/epoch - 2ms/step
## Epoch 183/250
## 94/94 - 0s - loss: 1.0309e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0689e-04 - val_mean_absolute_error: 0.0102 - 188ms/epoch - 2ms/step
## Epoch 184/250
## 94/94 - 0s - loss: 1.0312e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9908e-04 - val_mean_absolute_error: 0.0106 - 178ms/epoch - 2ms/step
## Epoch 185/250
## 94/94 - 0s - loss: 9.6653e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0399e-04 - val_mean_absolute_error: 0.0101 - 183ms/epoch - 2ms/step
## Epoch 186/250
## 94/94 - 0s - loss: 1.0063e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0627e-04 - val_mean_absolute_error: 0.0104 - 179ms/epoch - 2ms/step
## Epoch 187/250
## 94/94 - 0s - loss: 9.9634e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9733e-04 - val_mean_absolute_error: 0.0103 - 163ms/epoch - 2ms/step
## Epoch 188/250
## 94/94 - 0s - loss: 1.0154e-04 - mean_absolute_error: 0.0072 - val_loss: 4.6786e-04 - val_mean_absolute_error: 0.0113 - 178ms/epoch - 2ms/step
## Epoch 189/250
## 94/94 - 0s - loss: 1.0067e-04 - mean_absolute_error: 0.0072 - val_loss: 3.9524e-04 - val_mean_absolute_error: 0.0100 - 179ms/epoch - 2ms/step
## Epoch 190/250
## 94/94 - 0s - loss: 1.0304e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2725e-04 - val_mean_absolute_error: 0.0103 - 182ms/epoch - 2ms/step
## Epoch 191/250
## 94/94 - 0s - loss: 1.0042e-04 - mean_absolute_error: 0.0070 - val_loss: 5.5602e-04 - val_mean_absolute_error: 0.0119 - 235ms/epoch - 3ms/step
## Epoch 192/250
## 94/94 - 0s - loss: 1.1851e-04 - mean_absolute_error: 0.0076 - val_loss: 4.2009e-04 - val_mean_absolute_error: 0.0105 - 166ms/epoch - 2ms/step
## Epoch 193/250
## 94/94 - 0s - loss: 1.0426e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1681e-04 - val_mean_absolute_error: 0.0103 - 182ms/epoch - 2ms/step
## Epoch 194/250
## 94/94 - 0s - loss: 1.0862e-04 - mean_absolute_error: 0.0074 - val_loss: 4.4809e-04 - val_mean_absolute_error: 0.0104 - 184ms/epoch - 2ms/step
## Epoch 195/250
## 94/94 - 0s - loss: 1.0810e-04 - mean_absolute_error: 0.0073 - val_loss: 4.6818e-04 - val_mean_absolute_error: 0.0107 - 201ms/epoch - 2ms/step
## Epoch 196/250
## 94/94 - 0s - loss: 1.0563e-04 - mean_absolute_error: 0.0073 - val_loss: 4.2689e-04 - val_mean_absolute_error: 0.0110 - 178ms/epoch - 2ms/step
## Epoch 197/250
## 94/94 - 0s - loss: 9.9420e-05 - mean_absolute_error: 0.0072 - val_loss: 4.3187e-04 - val_mean_absolute_error: 0.0116 - 176ms/epoch - 2ms/step
## Epoch 198/250
## 94/94 - 0s - loss: 1.0525e-04 - mean_absolute_error: 0.0072 - val_loss: 4.2736e-04 - val_mean_absolute_error: 0.0103 - 183ms/epoch - 2ms/step
## Epoch 199/250
## 94/94 - 0s - loss: 1.0242e-04 - mean_absolute_error: 0.0071 - val_loss: 3.9994e-04 - val_mean_absolute_error: 0.0100 - 172ms/epoch - 2ms/step
## Epoch 200/250
## 94/94 - 0s - loss: 1.0685e-04 - mean_absolute_error: 0.0072 - val_loss: 4.1867e-04 - val_mean_absolute_error: 0.0103 - 180ms/epoch - 2ms/step
## Epoch 201/250
## 94/94 - 0s - loss: 9.9143e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1556e-04 - val_mean_absolute_error: 0.0107 - 181ms/epoch - 2ms/step
## Epoch 202/250
## 94/94 - 0s - loss: 9.6934e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9836e-04 - val_mean_absolute_error: 0.0099 - 187ms/epoch - 2ms/step
## Epoch 203/250
## 94/94 - 0s - loss: 9.6560e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2442e-04 - val_mean_absolute_error: 0.0104 - 201ms/epoch - 2ms/step
## Epoch 204/250
## 94/94 - 0s - loss: 1.0991e-04 - mean_absolute_error: 0.0073 - val_loss: 4.0629e-04 - val_mean_absolute_error: 0.0107 - 178ms/epoch - 2ms/step
## Epoch 205/250
## 94/94 - 0s - loss: 9.0397e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3667e-04 - val_mean_absolute_error: 0.0110 - 188ms/epoch - 2ms/step
## Epoch 206/250
## 94/94 - 0s - loss: 1.0041e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2745e-04 - val_mean_absolute_error: 0.0103 - 187ms/epoch - 2ms/step
## Epoch 207/250
## 94/94 - 0s - loss: 9.7694e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9945e-04 - val_mean_absolute_error: 0.0104 - 188ms/epoch - 2ms/step
## Epoch 208/250
## 94/94 - 0s - loss: 9.6915e-05 - mean_absolute_error: 0.0070 - val_loss: 4.3758e-04 - val_mean_absolute_error: 0.0104 - 182ms/epoch - 2ms/step
## Epoch 209/250
## 94/94 - 0s - loss: 8.9892e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3381e-04 - val_mean_absolute_error: 0.0106 - 186ms/epoch - 2ms/step
## Epoch 210/250
## 94/94 - 0s - loss: 1.0548e-04 - mean_absolute_error: 0.0072 - val_loss: 4.0297e-04 - val_mean_absolute_error: 0.0103 - 182ms/epoch - 2ms/step
## Epoch 211/250
## 94/94 - 0s - loss: 1.0480e-04 - mean_absolute_error: 0.0071 - val_loss: 4.4740e-04 - val_mean_absolute_error: 0.0116 - 187ms/epoch - 2ms/step
## Epoch 212/250
## 94/94 - 0s - loss: 9.8218e-05 - mean_absolute_error: 0.0071 - val_loss: 3.9161e-04 - val_mean_absolute_error: 0.0102 - 185ms/epoch - 2ms/step
## Epoch 213/250
## 94/94 - 0s - loss: 9.5946e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2176e-04 - val_mean_absolute_error: 0.0105 - 183ms/epoch - 2ms/step
## Epoch 214/250
## 94/94 - 0s - loss: 9.6741e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2000e-04 - val_mean_absolute_error: 0.0115 - 190ms/epoch - 2ms/step
## Epoch 215/250
## 94/94 - 0s - loss: 1.0009e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0400e-04 - val_mean_absolute_error: 0.0109 - 226ms/epoch - 2ms/step
## Epoch 216/250
## 94/94 - 0s - loss: 9.8796e-05 - mean_absolute_error: 0.0070 - val_loss: 3.8256e-04 - val_mean_absolute_error: 0.0099 - 164ms/epoch - 2ms/step
## Epoch 217/250
## 94/94 - 0s - loss: 9.8552e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0885e-04 - val_mean_absolute_error: 0.0107 - 162ms/epoch - 2ms/step
## Epoch 218/250
## 94/94 - 0s - loss: 9.3058e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1201e-04 - val_mean_absolute_error: 0.0110 - 165ms/epoch - 2ms/step
## Epoch 219/250
## 94/94 - 0s - loss: 1.0018e-04 - mean_absolute_error: 0.0071 - val_loss: 4.0855e-04 - val_mean_absolute_error: 0.0101 - 183ms/epoch - 2ms/step
## Epoch 220/250
## 94/94 - 0s - loss: 9.5378e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3108e-04 - val_mean_absolute_error: 0.0103 - 179ms/epoch - 2ms/step
## Epoch 221/250
## 94/94 - 0s - loss: 9.6343e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1569e-04 - val_mean_absolute_error: 0.0105 - 179ms/epoch - 2ms/step
## Epoch 222/250
## 94/94 - 0s - loss: 9.6208e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4071e-04 - val_mean_absolute_error: 0.0111 - 178ms/epoch - 2ms/step
## Epoch 223/250
## 94/94 - 0s - loss: 1.0224e-04 - mean_absolute_error: 0.0071 - val_loss: 4.1244e-04 - val_mean_absolute_error: 0.0108 - 178ms/epoch - 2ms/step
## Epoch 224/250
## 94/94 - 0s - loss: 9.5763e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4134e-04 - val_mean_absolute_error: 0.0107 - 171ms/epoch - 2ms/step
## Epoch 225/250
## 94/94 - 0s - loss: 9.6853e-05 - mean_absolute_error: 0.0070 - val_loss: 4.6120e-04 - val_mean_absolute_error: 0.0113 - 193ms/epoch - 2ms/step
## Epoch 226/250
## 94/94 - 0s - loss: 9.5618e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2231e-04 - val_mean_absolute_error: 0.0109 - 252ms/epoch - 3ms/step
## Epoch 227/250
## 94/94 - 0s - loss: 9.4030e-05 - mean_absolute_error: 0.0069 - val_loss: 4.0999e-04 - val_mean_absolute_error: 0.0101 - 160ms/epoch - 2ms/step
## Epoch 228/250
## 94/94 - 0s - loss: 9.2548e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1624e-04 - val_mean_absolute_error: 0.0107 - 171ms/epoch - 2ms/step
## Epoch 229/250
## 94/94 - 0s - loss: 9.3390e-05 - mean_absolute_error: 0.0069 - val_loss: 4.1162e-04 - val_mean_absolute_error: 0.0104 - 190ms/epoch - 2ms/step
## Epoch 230/250
## 94/94 - 0s - loss: 9.5220e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9899e-04 - val_mean_absolute_error: 0.0107 - 186ms/epoch - 2ms/step
## Epoch 231/250
## 94/94 - 0s - loss: 9.2142e-05 - mean_absolute_error: 0.0068 - val_loss: 4.4130e-04 - val_mean_absolute_error: 0.0111 - 169ms/epoch - 2ms/step
## Epoch 232/250
## 94/94 - 0s - loss: 9.7957e-05 - mean_absolute_error: 0.0070 - val_loss: 4.2427e-04 - val_mean_absolute_error: 0.0108 - 177ms/epoch - 2ms/step
## Epoch 233/250
## 94/94 - 0s - loss: 9.8850e-05 - mean_absolute_error: 0.0070 - val_loss: 4.4051e-04 - val_mean_absolute_error: 0.0105 - 178ms/epoch - 2ms/step
## Epoch 234/250
## 94/94 - 0s - loss: 9.8221e-05 - mean_absolute_error: 0.0070 - val_loss: 4.0110e-04 - val_mean_absolute_error: 0.0105 - 186ms/epoch - 2ms/step
## Epoch 235/250
## 94/94 - 0s - loss: 9.0869e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2124e-04 - val_mean_absolute_error: 0.0104 - 178ms/epoch - 2ms/step
## Epoch 236/250
## 94/94 - 0s - loss: 9.7753e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2378e-04 - val_mean_absolute_error: 0.0105 - 173ms/epoch - 2ms/step
## Epoch 237/250
## 94/94 - 0s - loss: 9.8824e-05 - mean_absolute_error: 0.0071 - val_loss: 4.3244e-04 - val_mean_absolute_error: 0.0104 - 186ms/epoch - 2ms/step
## Epoch 238/250
## 94/94 - 0s - loss: 9.8965e-05 - mean_absolute_error: 0.0071 - val_loss: 4.1158e-04 - val_mean_absolute_error: 0.0110 - 161ms/epoch - 2ms/step
## Epoch 239/250
## 94/94 - 0s - loss: 9.6371e-05 - mean_absolute_error: 0.0070 - val_loss: 3.8979e-04 - val_mean_absolute_error: 0.0103 - 171ms/epoch - 2ms/step
## Epoch 240/250
## 94/94 - 0s - loss: 9.7237e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3914e-04 - val_mean_absolute_error: 0.0106 - 183ms/epoch - 2ms/step
## Epoch 241/250
## 94/94 - 0s - loss: 9.4798e-05 - mean_absolute_error: 0.0068 - val_loss: 4.1305e-04 - val_mean_absolute_error: 0.0104 - 166ms/epoch - 2ms/step
## Epoch 242/250
## 94/94 - 0s - loss: 9.3762e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3877e-04 - val_mean_absolute_error: 0.0106 - 160ms/epoch - 2ms/step
## Epoch 243/250
## 94/94 - 0s - loss: 1.0072e-04 - mean_absolute_error: 0.0071 - val_loss: 4.2929e-04 - val_mean_absolute_error: 0.0110 - 188ms/epoch - 2ms/step
## Epoch 244/250
## 94/94 - 0s - loss: 9.3922e-05 - mean_absolute_error: 0.0069 - val_loss: 4.2677e-04 - val_mean_absolute_error: 0.0110 - 177ms/epoch - 2ms/step
## Epoch 245/250
## 94/94 - 0s - loss: 9.5880e-05 - mean_absolute_error: 0.0070 - val_loss: 4.1796e-04 - val_mean_absolute_error: 0.0108 - 174ms/epoch - 2ms/step
## Epoch 246/250
## 94/94 - 0s - loss: 9.8102e-05 - mean_absolute_error: 0.0070 - val_loss: 3.9791e-04 - val_mean_absolute_error: 0.0112 - 179ms/epoch - 2ms/step
## Epoch 247/250
## 94/94 - 0s - loss: 9.3594e-05 - mean_absolute_error: 0.0069 - val_loss: 4.4420e-04 - val_mean_absolute_error: 0.0111 - 170ms/epoch - 2ms/step
## Epoch 248/250
## 94/94 - 0s - loss: 9.3915e-05 - mean_absolute_error: 0.0068 - val_loss: 4.2421e-04 - val_mean_absolute_error: 0.0103 - 182ms/epoch - 2ms/step
## Epoch 249/250
## 94/94 - 0s - loss: 9.5148e-05 - mean_absolute_error: 0.0069 - val_loss: 4.3014e-04 - val_mean_absolute_error: 0.0106 - 189ms/epoch - 2ms/step
## Epoch 250/250
## 94/94 - 0s - loss: 8.9921e-05 - mean_absolute_error: 0.0068 - val_loss: 4.3594e-04 - val_mean_absolute_error: 0.0108 - 175ms/epoch - 2ms/step
## Best Batch Size: 70 
## Best Number of Epochs: 200 
## 473/473 - 0s - 265ms/epoch - 560us/step
## 203/203 - 0s - 101ms/epoch - 498us/step
## [1] "Model Correlation: 0.933856644354328"

# Prepare results for the dataframe
nn_model_row <- data.frame(
  Model = "Neural Network",
  SSE_train = nn_metrics$SSE_train,
  SSE_test = nn_metrics$SSE_test,
  R_squared_train = nn_metrics$r_squared_train,
  R_squared_test = nn_metrics$r_squared_test,
  RMSE_train = nn_metrics$RMSE_train,
  RMSE_test = nn_metrics$RMSE_test,
  MAE_train = nn_metrics$mae_train,
  MAE_test = nn_metrics$mae_test,
  stringsAsFactors = FALSE
)

# Append the new row to df_results
df_results <- rbind(df_results, nn_model_row)
view_model_results(df_results)

Regression Tree

# Create data frames for regression tree analysis
# Remove 'price_cat' and keep 'price' in the datasets
train_df_reg <- train_df_logis[, !names(train_df_logis) %in% "price_cat"]
test_df_reg <- test_df_logis[, !names(test_df_logis) %in% "price_cat"]

# Define a broader range of hyperparameters to search
tuneGrid <- expand.grid(
  cp = seq(0.001, 0.1, by = 0.001)
)

# Create a custom tuning grid for rpart
customControl <- trainControl(
  method = "cv",
  number = 5,
  search = "grid",
  verboseIter = FALSE
)

# Perform hyperparameter tuning with custom control
model <- train(
  price ~ .,
  data = train_df_reg,
  method = "rpart",
  trControl = customControl,
  tuneGrid = tuneGrid
)

# Make predictions
p.rpart_train <- predict(model, newdata = train_df_reg)
p.rpart_test <- predict(model, newdata = test_df_reg)

# Calculate metrics for training dataset
MAE_train <- mae(train_df_reg$price, p.rpart_train)
SSE_train <- sum((train_df_reg$price - p.rpart_train)^2)
R_squared_train <- R2(train_df_reg$price, p.rpart_train)
RMSE_train <- rmse(train_df_reg$price, p.rpart_train)

# Calculate metrics for testing dataset
MAE_test <- mae(test_df_reg$price, p.rpart_test)
SSE_test <- sum((test_df_reg$price - p.rpart_test)^2)
R_squared_test <- R2(test_df_reg$price, p.rpart_test)
RMSE_test <- rmse(test_df_reg$price, p.rpart_test)

# Append the results to df_results
df_results <- rbind(df_results, data.frame(
  Model = "Regression Tree with Tuning",
  SSE_train = SSE_train,
  SSE_test = SSE_test,
  R_squared_train = R_squared_train,
  R_squared_test = R_squared_test,
  RMSE_train = RMSE_train,
  RMSE_test = RMSE_test,
  MAE_train = MAE_train,
  MAE_test = MAE_test,
  stringsAsFactors = FALSE
))

# View Model Results
view_model_results(df_results)

Logistic Regression

# # Transform zipcode predictors
# indx.zipcode <- grepl('zipcode', colnames(train_df_non_linear_outliers))
# colname.zipcode <- colnames(train_df_non_linear_outliers)[indx.zipcode]
# train_df_logis <- train_df_non_linear_outliers
# test_df_logis <- test_df_non_linear
#
# # Function to calculate mean price for a given zipcode
# calc.mean.price <- function(col, df) {
#   df.select <- df[df[,col] == 1,]
#   mean.price <- mean(df.select$price)
#   return (mean.price)
# }
#
# # Initialize zipcode.meanprice column
# train_df_logis$zipcode.meanprice <- 0.0
# test_df_logis$zipcode.meanprice <- 0.0
#
# # Calculate zipcode.meanprice for each zipcode
# for (z in colname.zipcode) {
#   print (z)
#   train_df_logis[train_df_logis[,z] == 1,]$zipcode.meanprice <- calc.mean.price(z, train_df_logis)
#   test_df_logis[test_df_logis[,z] == 1,]$zipcode.meanprice <- calc.mean.price(z, test_df_logis)
# }
#
# # Retain all features except 'lat', 'long', and 'zipcode'
# train_df_logis <- train_df_logis[, !indx.zipcode]
# train_df_logis <- train_df_logis[, !names(train_df_logis) %in% c("lat", "long")]
# test_df_logis <- test_df_logis[, !indx.zipcode]
# test_df_logis <- test_df_logis[, !names(test_df_logis) %in% c("lat", "long")]
#
# # Create categorical response variable based on median price
# price_med <- median(train_df_logis$price)
# train_df_logis$price_cat <- ifelse(train_df_logis$price < price_med, 0, 1)
# train_df_logis$price_cat <- as.factor(train_df_logis$price_cat)
#
# price_med_test <- median(test_df_logis$price)
# test_df_logis$price_cat <- ifelse(test_df_logis$price < price_med_test, 0, 1)
# test_df_logis$price_cat <- as.factor(test_df_logis$price_cat)
#
# # logistic regression
# lmod <- glm(price_cat ~ . -price, family=binomial, train_df_logis)
# summary(lmod)
# # beta <- coef(lmod)
# # exp(beta)
#
# lmodr <- step(lmod, trace=0)
# summary(lmodr)
# length(summary(lmodr)$coefficients[,4])
#
# # drop1
# drop1(lmodr,test="Chi")
# length(summary(lmodr)$coefficients[,4])
# #dropping view_1 first (highest pvalue, 0.1255369 in Chi test)
# lmodr1<-update(lmodr, as.formula(paste(".~.-", "view_1")) )
# summary(lmodr1)
# length(summary(lmodr1)$coefficients[,4])
# drop1(lmodr1,test="Chi")
# #dropping view_2 next (highest pvalue 0.2810319 in Chi test)
# lmodr2<-update(lmodr1, as.formula(paste(".~.-", "view_2")) )
# summary(lmodr2)
# length(summary(lmodr2)$coefficients[,4])
# drop1(lmodr2,test="Chi")
# # now all variables are significant Chi test.
#
#
# #dropping view_1 next (highest pvalue, 0.983187 in summary)
# lmodr3<-update(lmodr2, as.formula(paste(".~.-", "grade_4")) )
# summary(lmodr3)
# length(summary(lmodr3)$coefficients[,4]) # now All variables are significant.
# #dropping grade_11 next (highest pvalue, 0.930191 in summary)
# lmodr4<-update(lmodr3, as.formula(paste(".~.-", "grade_11")) )
# summary(lmodr4)
# length(summary(lmodr4)$coefficients[,4]) # now All variables are significant.
# #dropping season next (highest pvalue, Fall 0.853800 in summary)
# lmodr5<-update(lmodr4, as.formula(paste(".~.-", "season")) )
# summary(lmodr5)
# length(summary(lmodr5)$coefficients[,4]) # now All variables are significant.
#
# lmodr.final <- lmodr5
#
# true_labels <- train_df_logis$price_cat
# exp<-cbind(true_labels,lmodr.final$fitted.values)
# exp[1:10,]
#
# #using 0.45 as a cutoff to predict the class. It has the highest F1
# predicted_probabilities <- predict(lmodr.final, train_df_logis, type="response")
# predictions <- ifelse(predicted_probabilities > 0.45, 1, 0)
# # Create confusion matrix
# confusion_matrix <- caret::confusionMatrix(as.factor(predictions),
#                                     as.factor(true_labels),
#                                     mode="prec_recall", positive = "1")
#
# confusion_matrix
#
# # # psuedo r squared
# # y.train <- as.numeric(train_df_logis$price_cat)
# # yhat.train <- as.numeric(predict(lmodr3, train_df_logis, type="response"))
# # sst.train <- sum((y.train - mean(y.train))^2)
# # sse.train <- sum((y.train - yhat.train)^2)
# # rsq.train <- 1 - sse.train / sst.train
# # rsq.train
#
# # test data
# true_labels.test <- test_df_logis$price_cat
# predicted_probabilities.test <- predict(lmodr.final, test_df_logis, type="response")
# predictions.test <- ifelse(predicted_probabilities.test > 0.45, 1, 0)
# # Create confusion matrix
# confusion_matrix.test <- caret::confusionMatrix(as.factor(predictions.test),
#                                     as.factor(true_labels.test),
#                                     mode="prec_recall", positive = "1")
#
# confusion_matrix.test
#
# confusion_matrix.output <- as.data.frame(rbind(c("train",round(confusion_matrix$byClass[[1]],3),
#                                     round(confusion_matrix$byClass[[2]],3),
#                                            round(confusion_matrix$byClass[[5]],3),
#                                            round(confusion_matrix$byClass[[7]],3)),
#                                          c("test",round(confusion_matrix.test$byClass[[1]],3),
#                                            round(confusion_matrix.test$byClass[[2]],3),
#                                            round(confusion_matrix.test$byClass[[5]],3),
#                                            round(confusion_matrix.test$byClass[[7]],3))) )
# colnames(confusion_matrix.output) <- c("data","Sensitivity","Specificity","Precision","F1")
# confusion_matrix.output

# update_model_parameters <- TRUE
#
# if (update_model_parameters) {
#     # Calculate mean price for each zipcode
#     calc.mean.price <- function(col, df) {
#       df.select <- df[df[,col] == 1,]
#       mean.price <- mean(df.select$price)
#       return(mean.price)
#     }
#
#     # Adding mean price for each zipcode to the datasets
#     indx.zipcode <- grepl('zipcode', colnames(train_df_logis))
#     colname.zipcode <- colnames(train_df_logis)[indx.zipcode]
#     train_df_logis$zipcode.meanprice <- 0.0
#     test_df_logis$zipcode.meanprice <- 0.0
#
#     for (z in colname.zipcode) {
#       mean_price_train <- calc.mean.price(z, train_df_logis)
#       mean_price_test <- calc.mean.price(z, test_df_logis)
#
#       train_rows_to_update <- train_df_logis[, z] == 1
#       test_rows_to_update <- test_df_logis[, z] == 1
#
#       if (any(train_rows_to_update)) {
#         train_df_logis$zipcode.meanprice[train_rows_to_update] <- mean_price_train
#       } else {
#         warning(paste("No rows to update for train data in column:", z))
#       }
#
#       if (any(test_rows_to_update)) {
#         test_df_logis$zipcode.meanprice[test_rows_to_update] <- mean_price_test
#       } else {
#         warning(paste("No rows to update for test data in column:", z))
#       }
#       # Check the number of rows in train_df_logis
#       if (nrow(train_df_logis) == 0) {
#         stop("train_df_logis became empty after adding mean prices.")
#       }
#     }
#
#     # Removing unnecessary columns
#     train_df_logis <- train_df_logis[, !indx.zipcode]
#     train_df_logis <- train_df_logis[ , -which(names(train_df_logis) %in% c("lat", "long"))]
#
#     # Check the number of rows in train_df_logis
#     if (nrow(train_df_logis) == 0) {
#       stop("train_df_logis became empty after removing unnecessary columns.")
#     }
#
#     test_df_logis <- test_df_logis[, !indx.zipcode]
#     test_df_logis <- test_df_logis[ , -which(names(test_df_logis) %in% c("lat", "long"))]
#
#     outliers <- c("13244", "3098", "9986", "5127", "2627", "8814", "643")
#     # Handling Outliers
#     if (any(rownames(train_df_logis) %in% outliers)) {
#         train_df_logis <- train_df_logis[!rownames(train_df_logis) %in% outliers,]
#     } else {
#         warning("No outliers found or row names do not match in train_df_logis.")
#     }
#
#     # Check the number of rows in train_df_logis
#     if (nrow(train_df_logis) == 0) {
#       stop("train_df_logis became empty after handling outliers.")
#     }
#
#     # Creating a categorical response variable based on median price
#     price_med <- median(train_df_logis$price)
#     if (nrow(train_df_logis) > 0) {
#       train_df_logis$price_cat <- as.factor(ifelse(train_df_logis$price < price_med, 0, 1))
#     } else {
#       stop("train_df_logis is empty. Cannot create price_cat.")
#     }
#
#
#     if (nrow(test_df_logis) > 0) {
#       test_df_logis$price_cat <- as.factor(ifelse(test_df_logis$price < price_med.test, 0, 1))
#     } else {
#       stop("test_df_logis is empty. Cannot create price_cat.")
#     }
#
#     # Fit a logistic regression model
#     lmod <- glm(price_cat ~ . -price, family = binomial, data = train_df_logis)
#
#     # Perform stepwise model selection to drop non-significant variables
#     lmodr <- step(lmod, trace = 0)
#
#     # Use the 'drop1' function to assess variable importance and drop non-significant variables
#     # Continue this process until all variables are significant
#     while(any(drop1(lmodr, test = "Chi")$`Pr(>Chi)` > 0.05)) {
#       variable_to_drop <- names(which.max(drop1(lmodr, test = "Chi")$`Pr(>Chi)`))
#       lmodr <- update(lmodr, as.formula(paste(".~.-", variable_to_drop)))
#     }
#
#     # Use the final model
#     lmodr.final <- lmodr
#
#     # Predict probabilities and classify based on the threshold
#     predicted_probabilities <- predict(lmodr.final, train_df_logis, type = "response")
#     predictions <- ifelse(predicted_probabilities > 0.45, 1, 0)
#
#     # Create a confusion matrix for training data
#     confusion_matrix <- confusionMatrix(as.factor(predictions), as.factor(train_df_logis$price_cat), mode = "prec_recall", positive = "1")
#
#     # Extract relevant metrics from the confusion matrix
#     sensitivity <- confusion_matrix$byClass['Sensitivity']
#     specificity <- confusion_matrix$byClass['Specificity']
#     precision <- confusion_matrix$byClass['Precision']
#     F1 <- confusion_matrix$byClass['F1']
#
#     # Construct the list of model metrics for logistic regression
#     logistic_regression_metrics <- list(
#         sensitivity = sensitivity,
#         specificity = specificity,
#         precision = precision,
#         F1 = F1,
#         model_coefficients = summary(lmodr.final)$coefficients,
#         AIC = AIC(lmodr.final),
#         BIC = BIC(lmodr.final)
#     )
#
#     # Update the model parameters in the JSON file
#     update_model_json("LogisticRegression", logistic_regression_metrics, json_filepath)
#
# } else {
#     # Load model parameters from JSON
#     model_params <- fromJSON(json_filepath)
#     logistic_regression_metrics <- model_params$LogisticRegression
# }
#
#
# # Create a new dataframe for logistic regression results
# df_results_categorical <- data.frame(
#     Model = "Logistic Regression",
#     Sensitivity = logistic_regression_metrics$sensitivity,
#     Specificity = logistic_regression_metrics$specificity,
#     Precision = logistic_regression_metrics$precision,
#     F1 = logistic_regression_metrics$F1,
#     AIC = logistic_regression_metrics$AIC,
#     BIC = logistic_regression_metrics$BIC,
#     stringsAsFactors = FALSE
# )
#
# # Append coefficients to df_results_categorical if necessary
# coefficients_df <- as.data.frame(logistic_regression_metrics$model_coefficients)
# df_results_categorical <- cbind(df_results_categorical, coefficients_df)
#
# # Print the results dataframe
# view(df_results_categorical)

Decision Tree

# # Create data frames for decision tree analysis
# train_df_dec <- train_df_logis
# test_df_dec <- test_df_logis
#
# # Create a categorical response variable: 1=higher than 200,000, 0=lower than 200,000
# train_df_dec$price_low <- 1
# train_df_dec[train_df_dec$price > 200000,]$price_low <- 0
# train_df_dec$price_low <- as.factor(train_df_dec$price_low)
# table(train_df_dec$price_low)
#
# test_df_dec$price_low <- 1
# test_df_dec[test_df_dec$price > 200000,]$price_low <- 0
# test_df_dec$price_low <- as.factor(test_df_dec$price_low)
# table(test_df_dec$price_low)
#
# # Remove 'price' and 'price_cat' columns
# train_df_dec <- train_df_dec[, -which(names(train_df_dec) %in% c("price", "price_cat"))]
# test_df_dec <- test_df_dec[, -which(names(test_df_dec) %in% c("price", "price_cat"))]
#
# # Load the 'C50' library for decision tree modeling
# library(C50)
#
# # Fit a decision tree model
# price_model <- C5.0(train_df_dec, train_df_dec$price_low)
# price_model
#
# # Evaluate the model's performance
# summary(price_model)
#
# # Visualize the decision tree
# plot(price_model)
#
# # Make predictions on the test data
# price_pred <- predict(price_model, test_df_dec)
#
# # Evaluate the model's performance using a confusion matrix
# library(gmodels)
# CrossTable(test_df_dec$price_low, price_pred,
#            prop.chisq = FALSE, prop.c = FALSE, prop.r = FALSE,
#            dnn = c('actual default', 'predicted default'))
#
# # Boosting
# price_boost10 <- C5.0(train_df_dec, train_df_dec$price_low, trials = 10)
# summary(price_boost10)

VI. Model Limitation and Assumptions

Based on the performances on both train and test data sets, determine your primary (champion) model and the other model which would be your benchmark model. Validate your models using the test sample. Do the residuals look normal? Does it matter given your technique? How is the prediction performance using Pseudo R^2, SSE, RMSE? Benchmark the model against alternatives. How good is the relative fit? Are there any serious violations of the model assumptions? Has the model had issues or limitations that the user must know? (Which assumptions are needed to support the Champion model?)

VII. Ongoing Model Monitoring Plan

How would you picture the model needing to be monitored, which quantitative thresholds and triggers would you set to decide when the model needs to be replaced? What are the assumptions that the model must comply with for its continuous use?

VIII. Conclusion

Summarize your results here. What is the best model for the data and why?

Bibliography

https://datatofish.com/remove-column-dataframe-r/

https://www.statology.org/r-convert-date-to-numeric/

https://www.marsja.se/create-dummy-variables-in-r/

https://www.geeksforgeeks.org/how-to-find-and-count-missing-values-in-r-dataframe/

https://intro2r.com/export_plots.html

https://stackoverflow.com/questions/25166624/insert-picture-table-in-r-markdown

https://www.tutorialspoint.com/how-to-deal-with-error-error-in-shapiro-test-sample-size-must-be-between-3-and-5000-in-r#:~:text=Error%20in%20shapiro.-,test(%E2%80%A6)%20%3A%20sample%20size%20must%20be%20between,3%20and%205000%E2%80%9D%20in%20R%3F&text=The%20shapiro.,called%20Anderson%20Darling%20normality%20test.

Book and decks of the Data modelling class

Please include all references, articles and papers in this section.

Appendix

Please add any additional supporting graphs, plots and data analysis.

Copyright © 2023 Charles and with AI assistance. Fabricated with blood, sweat, and more coffee than a pod of overcaffeinated narwhals. Unauthorized replication of this work will result in a jester performing terribly lame jokes at your next family gathering. Proceed with caution.

EXT CSCI E-106 Model Data Class Group Project Template

Charles Atchison

2023-12-11

I. Introduction: Contextualizing the King County House Price Prediction Model

Problem Statement and Objective

Purpose of the Model

Predictive Accuracy

Analytical Insight

Decision Support

Scope and Methodology

Data Preprocessing and Exploration

Feature Selection and Model Assumptions

Model Development and Validation

Model Performance Evaluation

Conclusion

II. Description of the Data and Quality

Dataset Overview and Detailed Description

Data Quality and Transformation

Data Cleaning and Transformation

Training Data Header

Statistical Analysis and Correlation

Exploratory Data Analysis (EDA)

Continuous Variable Analysis

Price vs. Square Footage of Living Space

Price vs. Square Footage of Lot

Price vs. Square Footage Above Ground

Price vs. Square Footage of Basement

Price vs. Year Built

Price vs. Year of Last Renovation

Price vs. Distance to Convergence

Categorical Variable Analysis

Price vs. Bedrooms

Price vs. Bathrooms

Price vs. Floors

Price vs. Waterfront

Price vs. View

Price vs. Condition

Price vs. Grade

Correlation Analysis

Detailed Explanation for Removal

Correlation Graphics Analysis

Temporal Trends Analysis

Monthly Trends in Average House Prices

Seasonal Trends in Average House Prices

Week of the Year Trends in Average House Prices

Day of the Year Trends in Average House Prices

Geographical Influence Analysis

Conclusion

III. Model Development Process

Initial OLS Model

Detailed Initial Model Insights

Model Fit

Coefficient Analysis

Grade Variable Insights

Outliers and Residuals

Model Diagnostics and Assumptions

Checking Model Assumptions

Residuals vs Fitted Plot

Normal Q-Q Plot

Scale-Location Plot

Residuals vs Leverage Plot

Cook’s Distance Plot

Next Steps in Model Diagnostics

Addressing Non-linearity

Stabilizing Variance

Normalizing Residuals

Managing Influential Observations

Refinement and Validation

Diagnostics for Homoscedasticity, Normality of Errors and Constancy of Error Variances

Breusch-Pagan Test

Anderson-Darling Test Results

Examining the Non-Linearity of the Model

Transformation Model

Outlier Detection

Residuals vs Leverage Plot

Residuals vs Fitted Plot

Cook’s Distance

Filtering Outliers

Examining Multicollinearity

Columns with High VIF Values